{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Principal Component Analysis\n",
    "*Complete and hand in this completed worksheet (including its outputs and any supporting code outside of the worksheet) with your assignment submission. Please check the pdf file for more details.*\n",
    "\n",
    "In this exercise you will:\n",
    "    \n",
    "- implement **Principal Component Analysis** and apply it to **restore rotated CAPTCHA**\n",
    "- play with **Eigenface** by applying PCA on a real world face dataset\n",
    "- use PCA to do **dimension reduction**. Evaluate the loss of information qualitatively and quantitatively\n",
    "\n",
    "Please note that **YOU CANNOT USE ANY MACHINE LEARNING PACKAGE SUCH AS SKLEARN** for any homework, unless you are asked to."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# some basic imports\n",
    "import scipy.io as sio\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import math\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Now let's hack the rotated CAPTCHA!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1c073429668>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from hack_pca import hack_pca\n",
    "\n",
    "# Hack different images yourself\n",
    "img = hack_pca('1.gif')\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Apply PCA on face image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load data\n",
    "ORL_data = sio.loadmat('ORL_data.mat')\n",
    "fea_Train = ORL_data['fea_Train']\n",
    "gnd_Train = ORL_data['gnd_Train'].reshape(-1)\n",
    "fea_Test = ORL_data['fea_Test']\n",
    "gnd_Test = ORL_data['gnd_Test'].reshape(-1)\n",
    "# YOUR CODE HERE\n",
    "\n",
    "# 1. Feature preprocessing\n",
    "# begin answer\n",
    "fea_Train = (fea_Train - np.mean(fea_Train, axis=0)) / np.std(fea_Train, axis=0)\n",
    "fea_Test = (fea_Test - np.mean(fea_Test, axis=0)) / np.std(fea_Test, axis=0)\n",
    "# end answer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ly\\Desktop\\ML_dc\\ml2018winter_hw4\\pca\\show_face.py:21: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  = fea[i * numPerLine + j, :].reshape((faceH, faceW)).transpose()\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2. Run PCA\n",
    "# begin answer\n",
    "from pca import PCA\n",
    "Eigenval, Eigenface = PCA(fea_Train)\n",
    "# end answer\n",
    "# 3. Visualize eigenface\n",
    "# begin answer\n",
    "from show_face import show_face\n",
    "show_face(Eigenface.T)\n",
    "# end answer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reduced dimensionality 8: test error = 0.26\n",
      "reduced dimensionality 16: test error = 0.185\n",
      "reduced dimensionality 32: test error = 0.145\n",
      "reduced dimensionality 64: test error = 0.12\n",
      "reduced dimensionality 128: test error = 0.125\n"
     ]
    }
   ],
   "source": [
    "# 4. Project data on to low dimensional space\n",
    "# begin answer\n",
    "from knn import knn\n",
    "dimension = [8, 16, 32, 64, 128]\n",
    "\n",
    "for dim in dimension:\n",
    "    dim_eigenface = Eigenface[:,:dim]\n",
    "    train_data = np.matmul(fea_Train, dim_eigenface)\n",
    "    test_data = np.matmul(fea_Test, dim_eigenface)\n",
    "    label = knn(test_data, train_data, gnd_Train, 1)\n",
    "    test_error = np.sum(label != gnd_Test) / gnd_Test.shape[0]\n",
    "    print('reduced dimensionality {}: test error = {}'.format(dim, test_error));\n",
    "# end answer\n",
    "\n",
    "# 5. Run KNN in low dimensional space\n",
    "# begin answer\n",
    "# end answer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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YpHI0Gvn/8HQyFkVEck11X5TxMsSyjjkiBvU8FfeOMk9z9PL2+31vAxlCLrVvcQ9XNFBZUlEo7uVlYQuKgIphH6o/Is/KkNj8b2lpyXUd8qUe8XiO1vML747IsFar5WuwDB0Pxf1TzwWQIgRosyzcIaIVypBW6jVXJKj2T++PSPZ6vZ4gu8pC6OPZfDQaFc7uZsXviogQ0PUWETiKNIxzEsPjtC2zWSLrKKONRsP3hVg8Q8948EPDwuM5WGUh7qma5Bb9GRH0jUbD56QsoiCidsvO67peIArKKBIknlv0TBT1piKIYx/0PAD/FCEBxTXAmFVW+U7Q5Nxx/yNUr1arJTpJzwn0hb6z7zYajcK3MhS/5zQMEj1NvxThxXPsm/ytxU4iqqRarXrfy75JY9EGPVdHxCXjqtfryXrW78iI0CoLhy5L+F+GNuVZZPPcuXNmNt274AP9VDmjz/qNAT+ZL/Y/qNvtuqxwjqYIUq1WS85cZbaHGE63t7fn7ysrpMJ7HnvsMTObFSsYDAalsh0pI34yZcqUKVOmTJkyZcqUKVOmTJkeUvpYET+QxtJFa6fZzGoW4+bUOxMt+5VKxduI1sT/L29BjCdWi6N6dfWeslwRapWMMasRTaS/a2I3fmLN1bKoijThZ8yXAg+wrCof6HtZbD5/X7582b7xjW8U7i8jrjF/GoMaLcsaf8/7sFBrwlf1hJ2WX0TLv5ehKE5LWKdW1pjwdTAYlCJpaBNZgaeKSolJfzUOM8qAImRiUlv1kMQEeeoZi94Sncvo6Tw+PnYPBaQe5CjTyiPajN4dTShZlv8gIiXgXaPR8PfEZMGKEIjz1Wg0kjX7/e9/v8AXs+J6PC2/1s7OTgEJE8cVcygoeoa1h+zggdNkuRHp0uv1En6oHoj3K7oQ7xteQN6nyIwymaU/mtMserk0aXD0uKvu1LLc+j71NEdPf7vddv0dPZh6L+9jnA8ePEg837q2IoqLMWl56piEVz04Ks/wMiYOVa989DK2Wq3EE6ievqiH6dP+/r4n4otIgmq1WtDz+t4rV654Akm8OeTsuXv3rnudLl26VODZa6+95t5Txqk6Hm8kc6MoPPS2ohai55ExDwYDXwtRL2qOCPr+6KOPmpnZ9evXfe7ZA8oSZ8MX7rl79+6pCb7VKxrzv+k+GBGimntEzx/wTvOhxffEs4meFcqKMaiHXtsqS6is/4t5UPQeeBSfK8vdBZUltEb+9/f3vX8RlVWr1QoICX5GRLSun4iEVo9/7KOe4/4jOQoi0vPo6Kig1/Rau91O8o3RlwcPHvg11gTrR/VVPO8o2pc1oijOiFqcTCYJwk3RbbQbEc69Xq+ATDYrepXjHsD7u92uXb9+3cxmvGUtdjod17sRxTIajXydxfxhmhcwnlvG47GvVeWtWXFukIXl5WWXbc3lZjblO+Wy4xlekTvoQMa+traWIK70jHdanhDN4RdzpSjaNMqsIi2ix15RTvG7YjAYlOYmvHr1auF+9L1+o7AnwMe5uTl74403zGxWQp35mpub83ciQ5qHFDmPKAqNFohnte3tbZcxkLPIycrKykd+M8RcU4oo0dLpZsUcYVxT/RHXi+pT7gMNW5aENyKnqtVqsveDmK3Vao4YeeKJJ8zM7N///d/NbFpGe3t729swm61Pzb/ENeTl+Pg4kSfGtLm5mZy7NedcjDLQfFk8p0iviEJRRHtcX2U5oKIca6Lu+K09GAwS/YscN5tNlxXGihw3m81CTk2lfr/vfGPNc87VpPKarwg+sL44g925c8evRUSTnmvpF3p8fn7e383/dnZ2Cu81m8kcMrSyspJ8P8JHzZsXc4ceHBwk3+06b8w3+kDPJjHnYhllxE+mTJkyZcqUKVOmTJkyZcqUKdNDSh8r4ketnzHfB9Y3RSJgucJzqZZorGFYZRUlgoVNY15Pq/bU6/UK7zYreuVibKxaUk+L79W8Glhbuaff73sfsAqWxfNpZSH6g5UUq+DKykqS64i/19fXk4z+WF7v37+f8FHRUrQFMZZLly4lMcMRNaJtqlU4Wnh533A4TDzvnU4nidHkZ6vVKlQx0ud6vV6SG4J+aeW0mIvozJkziTcC0mo3XMMDcfbs2QT5oHG4EQmmGd9Py4e0vLycoLa0glpEK2n1DuYC63YZkgZqNpuJ50vlFx4jexqrrPfpNY2hjki+xcVFHw+lB3VtIaMxT4vG+5fF0ZdVNIsxrryn2+3aH/3RH5nZbE2op47xYNn/5je/6X25ceOGmaV5U4bDoZ09e9bMZvHf6o2L8quW/Tt37hR4BF9arVbCB3RgWVVArmn1wp/5mZ8xs6n3OnojeX5/f9/HBdGXw8PDJJYZb00ZIg/kycLCQoICwhOpaCDkA500Go3s8uXLhX4yR+qpY3199atfNbOpLOBx0yp9tMn4FGGHvoH/yG+73XYZZb8ABbCyspLoJPixu7t7asWiwWDg44ie+/X19SRuX9EDt27dMrOZd1FzZzBm2sKbf+7cOdcteNzxQm1tbXmfuZ95W11dTZByR0dHPnexYmC9Xvd3I//I4WAw8PdoLiYzswsXLtiFCxfMzHwMutZjNY0f//jHPq7TKpBcv3498bbq/sKcRtlrNpt2+/btQj+Z24ODg8Jc0BbjQA+oToLv8FvRhBFViQdZES5lOb9irjVdG3gcY76FWq3mPGKsKnsRgabISPQHzyP/k8nE9ZvmRYuyTV/29/cTVCtoM/U0I9OsxfF4nCC+FXkVK8GhJ5eWlnyd0CfdmxlPRDgrqg0ZUuRbPJdp7gfWkPI65jBUZDp7N+Ph+TNnziTILs2XA6+QGdZ1p9MpoJrMZnKytbWVyA6yvbW1laCmuff27dt28+ZNM5vtcVzb3Nx0eaDvPH/v3j2XcdYb966urjpPaavT6Thv9DxrZvbmm2/6/Mb8GP1+3/VGRKnq3h/nVFHdZWhkqKzSEuOJsnB0dOT7S8yHubS0lFTGU0Q28q553Ogf43v66ae9XzGnG3rx8uXLzr+Y++U73/mOfeUrXzEzs/Pnz5vZTEd///vfT3Km0ffDw0P7+te/bmZm3/rWt8xspk+ff/55zwEaZefFF1+0X/iFX3C+6Zg1R9Y777xT6NP58+eTEtsffvih/x6/s/SbDV5duXLFeRarWLFe7t+/b5/4xCfMbDYnWoGLMfIcqLNqtWr/+3//bzObIX4UqcFa5fymOZfgUbym+aj4H/v9wcGBj0/PIzE/jqKgkT/Gg2wvLi46n6NO2tvbK/02MZvOLe3H6Jp2u+3oIeaePV2RqLSpP+N5nTb1/AGprqcN5giki9oLtBqsIoLMZrql2Wy6vo4ITLOZLogI7vn5eUe4Qcz73t5e8i2k+aFipAPzsLe357yiLfh/7dq1JM+nnsHQA8gE/Twth2Okj9XwowyIhySFo0ZoE0I1Pz+fJJNic+p0On4Yg8FAJ6vVqv+PyWNx6wEPJuqmEcMUNMEyE6Nlg+P7yhLrxcPB2bNnEwMO47p9+3ZBIWv/4JeOWeG5ceHSziOPPOJjjcr14ODAE0ah4GnnE5/4RAJlUwMQY9AkcWbFJNQoDBafbpAKV4ZvMUEsfTQzP6DooomHD4UPxmSkOpcRosoi0xLI8cNjZ2fHZRRFw/tqtZqPP9LJyYm3oUlZzaYfYpqY1Mz842R7e9t5i/yeOXMmMZTy3Fe+8pUkbC+WETVLjS0aUhkhoJcuXXKIcDxYHh8fJyEJCkGln/pxxbhi6JSGMzGXXCsr66lGFD5E4dszzzxjZlNZo+9vv/22mRU3F8bIc8jqxsaG84NDxPvvv+99ZxPCcIG++upXv2rf+973zKyYJJjxvfXWW6YEPzY3NxPZUeMmh4iYxPDpp592Pqr+4Vn4h0zv7Owk5VpZS8Ph0GWTkAE+3DT87g/+4A/MbHaY00S2UR57vZ7/jzmCer2evfvuu2Y2my89KPOxyriQ2b29PZ+TaPjZ39/339GTq6urSeJQjBvLy8vePnP/yU9+0syK0HM1SJlNZSJ+MMOr7e3tZM1du3bNzIofzs8++6y3ZTY9YKLf2NdU1zDW119/3cxm61s/wDAM8L7xeOyHWdr65V/+ZTObfiRwP9fW1tYKH2pmM52uCSijIVL7w9h5b7vd9kNY/LBcW1vzNukLhqm3337b926Mhcxpq9XyNci88f7HH3880Rua7DLuWbxjdXXVx6wGmZg8XT9QdT83Kx6Yo5FFw1TYs2N4ivY1ynaz2SysR7OioSOGm8GPDz/80Nd4TEJdq9UKDhZtu1KpJEmGW62WryHmRB0YvCc6ezY3N30uYjgpuk0p6hN9j54LmDveqzyLRjX94IOPyBPjm5+fTxLm8t7r16/7+UgdNfQVOaQvN27ccBmNifQ1TBBZUONXNKoxrm63m5wlea7T6fj8qqHTbKoXeQ99R/a0IAFzipHh8ccfdx5zD/Kxvb3t11jfegbQkDDGFY1WrKmtra0kNEYdxchcDGspK3mtZ6PoxFI5YX+JxRjm5+edN7qPMQb0U5STxcXFJASfc8W9e/dcluH/tWvXvI0333zTzGbniP39/SRcDF63220fhyYcNpsmfuU8gIwjZ9vb2/bCCy+Y2Uyn8I6zZ8+6/mX/4++7d++eWob861//up9pHn/88UKb3W7Xz0yMi7Fsb2/7WsJhdf36dV/baiAyM3vllVd8XE8++aSZmf3rv/6rmZn91E/9lM8huuW1114zs+n3IPPMGQgZ3NraciNSNJarPGL85u/Dw0MfB/pDHQVxP0NmFxcXXVaiEXZubs7Ps/Dv2rVryXeLhl3TBmcZ+HPx4kWXu+isHw6HiWFOjSJxLWloZlmIqFmxvH0My9eE3TGlg6Zq4RqGsNu3b7vMMH9qaI3J1yeTiY8jOgE0pCyGqWmKBfqiBqCYPkQBCzHcTM/hsQgOfFxcXPTzW0wOfXx8nPRdCy2w9lQGGNNHhVtCOdQrU6ZMmTJlypQpU6ZMmTJlypTpIaWPFfGjVsVYqlNhs1gvFa5tNrU2R1iXhuHEMsxqqYwJYjVkKcLOsLpVq1V/HxZ2LKoHBweJ91ktbbHEtsL0Yunew8NDt+7xHvVyRWifevgYF33GIn18fFzwhmnfFdGBxwKPwMnJiVuIIUVgqbVSr62vryfl5tUSjsU7euMmk0lSZlfL+saEjXNzcz5mPEt415QfMaRvcXHRPQAxHGltbS1JnKbJr2NiR56/cOGC8xtrM176TqdTKDesbU8mkwKEXseiIWL0V8tq8z71nDEXvEfDCfD+cL9au2PoFe9pNBreVvRCv/32245A4DmdS4VUMh6z6XxEbzf91jCO6EWqVCre54g06na7iWf77t27zlO8A/o+1kkMt1QPDF6k7373u85jvJ6sWebmueeeS6DB6LJPfvKT7r2LpblPTk58LuExXqjr1697/1gvWiIePoAswBM2HA4LiQXNilBT2iTR7oULF+yll14yM3MINGu/2+26fADfZuxXrlzxa7wbj52ZJQnrtAQqnqyIKChDSaKTNAQFgo+3b99OEuhr2ENE4mjoG2vjC1/4gl8DbYRsox+Pjo6SBKDaT9rEq8nzmviZ/iFL6+vrLiu69uAhHiV4zT0LCws+h8jcD37wA+fVK6+8YmZmv/Irv5LwOibQxqvf6XSScuTHx8eJV4z7P/OZz3iYAzIDokF5DB+QQYVVM2+s/ePj48Trhz6hXbNZCCa8+4Vf+AXnB7z6uZ/7OX//f/2v/9XMiglzzaYoQdZ8RLpoIv3opTSbyQ7P9fv9RC7oi4bvItOsdUX9oa80bJDf2btBMTebTZePWOr5+Pg4Sc7P+9fW1lynoBfjHJvN9BtjWlxcTNA4enaKa3dpacnbZe0xvsXFxWRf0YIEvEfLAJtN9zDOSTEkUD3NMdHxwcFBIazbrChX8IOxgL67evVqAdFiNuP1uXPnXP7pi6JoY/n3drtdkHPt34ULF3zMzDNr/datW74ekR1kTxNMRw91r9fz/sAznQcNYzErhs7xPkLLOLup/GvSb37SP2SHvpw5c8bRsOjHg4MDPytFFGitVkvCzyEtrQ3/9JwV0Qm0eenSpSR0Ez18+/btJGGxhpYgY/BPC2bAG+QC3u3u7hbQP2azM/o+L+nRAAAgAElEQVT29naCDNvd3U2SLes3jqJxtC9LS0v2xS9+scAHELrtdtt1JfxEZjUSAXQO8s/5R0nPKsgo/WRdn5ycuAwwFg0ni6g0DbX5zGc+42M1myJ3ImLkn//5nwttKsGfv/iLv/D2kXstrf3ee++Z2UwPcH7p9XoexsU9ispivbB2OS/dunXLdQnX+Pvw8NDbUBQh99AHntNwPOaec9WnP/3pQjJ4Hd/c3JzLaEzGfffu3ST0Mobn6nOKSI/huIzl4OAgSZRO2xr5QVu6TlknsW1NgRJDQNvtdlJKXdG1jI+1+P777yfhVfDu3LlzCfKJNhWFiA5TpBAIJM6w6DRts6xcPf+L6U40NUPc+yuVShJRxHprtVpJcYiyQjkfRRnxkylTpkyZMmXKlClTpkyZMmXK9JDS/5Ny7uqpwCKHlXZnZ8ctriTsev75581sahXHG4OnDAtxu912C2EsE6n5VrBE43Hr9/tu4eae//N//o/3k9hCvJlYvjWOMJaC1URcMQHd3bt3k2TGq6ur9tRTT5nZzKPHc6+99ppbK7E6Y7UfjUbuGcJjhBVyfX3d4wfxYmMx/LM/+zP3iOLR/p//83+amdlnP/tZt2xixWWct27dKiSuNSuWZ8eDg/cVxMTa2pqPHz5iyd7a2irEK5tNc1rERNaaoJAkjrSFZ+r27dv24osvFsbF2G/fvp0ksVOvaPRgYVHV0qfIE16X119/PUkKSj4NRZ5EBI+Who6JBu/fv+/Pfec73ym8b35+3nmMd2I8Hvt95GbCc/DWW2+5nEfPQ6vV8rFihWdOlpaWvA9xTp944glfE5QRVc84awH+aYJvPC8ghkAPVKtVn8u///u/N7OZ17VarXo+HvQBfFxZWUmQTP/6r/9qv/7rv25mMys/83zu3Dl/J+sEL9Lly5cLiBazmXypzIHgwePTaDTccxMRVy+99JJb4tFvinhB7pEPdNNjjz3mc4F3jb4MBgPXfXj6QHu0222XVTyrg8HA5YL1+BM/8RPOv09/+tM+Du3fG2+84WPEiwdftLTzX/3VX5nZzIP2wQcfuGzG3GQbGxvuZYmou5s3b/rcML+/93u/5zzQsu9mMy9eq9Wy5557zszM81mhDy5fvuxyCCrlrbfe8ph/+vnlL3/Zx8kap3/wsVar+VriffDl8PDQ5RCdSz+bzaaPkbXAev3TP/1TzwGl5XIZM+8jz4Lqc9YZ8qu5KT73uc+ZmXnOJHTSk08+6fNLn/76r//azKZzQ5+ZZy0Ti0x/6lOfMrOpVxQ+0j/mr9FoFAoXmBXLCSO/9AU5e++993xO6AP3bG9v+1pAntlj33vvPdd58Pgf//EfzWyqP+JcslcuLS0l5anxPL/88stJqfJKpZKgY/AyTiYT++xnP2tmM32K3r5x40ZBzs1m3saNjY3COQX+Qbw7Jr48PDx0LyEefuT+gw8+8DlHj7B+ut1uko9A34EcxpwPy8vLhSTytK1JPc1me496jGNSXEWecZ5CThS1qzkCzaZoU/bwmP+Dd5rN1gLyAa/1GmPWPE+cNdDx3/rWt3wuOCNqfhP4rcjtiOphzGfOnEmSrsOXl19+2dd9RPLVarUkr5QmmY/edUU2MX72Ovbrfr/vZ2z0KHvXI4884noNfnA2VT0X87y0Wi1/LqK/9vb2fI9ivo6OjnwOGQ98XFxcTHILKgqGsUb5+MpXvuI6AtL9l2sx91Sz2Uzykuh7WTsxP8zm5qZfQxbQMT/7sz9r//Zv/1YYlyK9tFy8tqk80mIREe3M31psA1lAdnq9np8xOE8hCzdv3nTdFRMWv/HGG65jGZee9eAbfadP77zzjssM32zk3vna177m/YK3Whwg5q5stVrOk4i4un//flIgRHNk8g3FOmO/1bxerHHNv4Kc0wd4NRqNkrWrpbkZD7JGn86ePetyi45G/w+HQ+cH+wQ/b926lXyr9Hq9BJ2nqBvmi/ZZ308//bTvyzH31urqaoLALitRHtF3rVbLZZkxwMdOp+NrAJ7xjieeeKKA4jab6UBF76M3FG0DP3gPz7/yyisFNDz8V1Qk/zObnlHYi2PBkLW1NW835oo9f/68vweEHOv0nXfe8bmjLfoyHo9Lc4pxDzIJrzS/Gt/59B1d/eDBA/+upU3kstvtFpCnp1FG/GTKlClTpkyZMmXKlClTpkyZMj2k9LEifrSkJtZeLGRYt8bjsWebxzKG5Xxubs6tl1h88R5q3GeMaV5ZWXErH9VnsKZvbGy4RZ6YX/r2wgsveLt4y7EKayWTWCpeS5Rj7cOyubq66mP+yZ/8SX8f92GpBRWhGdRj6XCtjobFXOMq8fYxLp77/Oc/bz//8z9vZjOPIFZ/9QjG8r7j8TgpgYcV8sMPP3Se4m3E8v7P//zP3k+ewyr57//+785vzWuklaK0D3t7ewmaijYfeeQRRzD89E//tJnNvN4nJydJRTjNJxO9oJrvADkCdcE8bGxs+P1YePHg12o191TgOdBy8PQhek1u3ryZZPSHx88884yX+NS1gScq5gIhvlvvpw9aMpK+gJK6ceOGe9zVS2I29TTRPqQZ5eE3niatpkf/mFNykVy7ds09Q6xTPBivv/56odyw0snJiXuFWPPz8/M+Ty+//LKZzdanev/xsGK1v3XrVpJLCP49+eSTngeGecaLdOnSJecV4wIxp+WfkS+eB0FkNlt7v/M7v2NmZv/rf/0vL6P6+c9/vtCnnZ0dnxPWjZZqjtUHL1y44M/i0ePvSqXifAfFQl90LuEnc7Kzs5OUHWbeFDlCv9RjxHpBz2m5cOYSLyN6yyytSEY76+vrvubQmfD43XffdZSMej7ZO370ox8VxrC+vp54ZxjnhQsX3KvDuPAaXrlyxfUba4nnj4+PE08WdOfOHd972NcYX7vddv2JB417tdQtcwlqpixOnffevXvX+wWvWFOXL192L5lWE0O3oINo65VXXvE5x0vIPF++fNn7jqeY97755pv+HG2zXjqdjo8nVjA6OjpyLxeywH578+ZNPwcgq7TZ6/VcniDOAKPRyBEryAy81lKr6t2N8fPols3NTdfXzCGyvbi46PIXqxA2m00fT/Q2aj5AntfKWsyzVgA1m82Vtql59xhPRLcuLi4m1aU0JyJea9p69tlnva/0AY+ujkN1F33X3DBmlnhtzWYyg767fPmyt8U1ZEg9xsiAIn7gW8x9pMgYZEbHDo/Z45Cl+fl530PYUwaDQZK7QvOA8R50LO/78pe/7H1Hp6iXl/ksq6IXkWDwc2lpyfUVPGWf0v9xRkFvtdvtBGVGm4PBoFBR06yY3xK5jznNLl686PssMtpsNv1/yAlt6Xk4VqjRsSMXyMD+/r7PL7qPdaNotriHLCwsJDklGfNwOCyUizezgj6Hf4yLa1r9Kp69VIfwv729PecXfIEf58+fT+aZvh8eHrruY+3x/P/4H//Dfvu3f9vMZvPL+5566ilfQ6xrkJuDwcB++MMf+u/6vn6/7/sn84yeu3Tpkn8nRfTRq6++6v3jmla1itUwd3Z2knM+fb948aKv8X/4h38ws9k+85u/+ZveLufZv/3bvzWzKaIGuQf1zBxtbGwU8pOZFc9XMQ+pIpwjSpgxa8Vi1jr7jeYki/n9aNusiByJ52DNKURf2SOZt+XlZUcRxlwxm5ubCUJRqy9r5Um9pjl6kQXaHo/HSf5Snl9YWHD+xTLm4/E4iZzRnD+MPZYv7/f7yff3vXv3XIdHPcI8altK6AvmgHY++OADR33ST85QvV7P+8d7GOfCwkJy1uKaotX5DtczM7xlPSvaKX6ba5Uz/XY9jT5Ww48aZyJET0N64mGdey5fvpwoMCZby4LGA/bx8bELRyyRprAoBIHF2e/3/X6IRdput5NDBGNqt9uJstIk1AgOCnNhYSEJB9LNl2fjx8hgMEhKNXMYWVpaciXKRyqGmYsXL/pHbTw8PvHEE96vaFBYW1srbM763m6368qbcB2eOzk58bnXBKXwivdpyeuYhFQh9TG0QJNRIw/IEP3sdrtJklv4qtfigU3/B2+Z0zLYoJZo1RK6ZrOF3+v1nG/wE350Oh1XuMg/RoKdnZ3kA0JL97L4ee/+/n4habTZTHn0+32XNeSRMZ89e9b7hXxpsmd+j6Ucy5KKMe8PHjxwvpdtnvCRvvzTP/2T85p+xnKW9Xo9SfDYbrd9nuARincwGHjfmScOPfPz826gQ0aZtxdeeCH5MNEPe3jFT97R6/USqDoffDs7O0mCegwYu7u7PkYM4ugkLU3MOOHLnTt3vC36sL297fLKB4QaxtF/rFX6+cgjj7jc8T9N8kn7jJk2VcfHcsJLS0tJaVE9LLGe+ck8XLlyxWWL99DO3bt3fczwSDdI+IchYjKZ+BqC4M/R0ZH/znwzdoxEtKFjvX//vn9k6eGI5+BxTOqq0HjkQg9i6Gj4x/hUf2jifbPpoQcDEYdj2j579mxSQpax/OhHP0rW5cbGhl+Pa2Jpacn5ruGc8BM+0ibr5erVq85b5kbLiscEyYxzNBr5gTweYCeTicsDBzXdt1n/+qHHO+gD48LgquNCdqrVauKE4XDW7Xb98Ma+CX9WV1e9LcagexFrnXlTmD/3wQ81MtMHnBwa+sIa0lK68AwZ0GIK9DOGz0D9ft/5x7X9/X2Xdw6nmqSfOSg7pMak0LxXE+eyTjV5dUySqk6psiTVZtOPSeQDfvK+5eXlghHezAphpcgKP5G5w8PDZN8bDodJeDf3a8ll5hLZuX//vv8PXuleGkvJ67xFh5oW1IhntfjBzfjNZjJbVhJdyxfH0sm8o9frJUlqaWc0Gnm/mG+V7RgCMR6PEyenGpnpP0Y41RHszzF9QKVS8WvxvNPtdt0YxP+Qw7m5OR9zDDOsVCrupFaDvdlUn6hRx6wYPsl+oeW04QchtJzfz507523Etdvv911fx1DFq1evJuE9yOOFCxf87BPPqZPJxMeqIcvajv4PQ8dkMkmMJhgdXnzxxSRhP+PT0HHOQOo8j8br0WjkTiH6jEN0cXEx0S0anhh5RZ9OTk78PnQL83X//n0/O8WP97t37/pZKIZLra6uuvwSHsSYOp1OwSGpY1EHO3t4p9MpGCPNyg3O6DnW8927d5Nk6+qAjakIFDgQi/TQT21L15DZdG6iMZ+1VK/Xvc+8R5+jD7yPNXznzp0kdFzLnzN21t7W1lby3a5ADGQ76tPDw0P/XVPBmE1liT5zZqDNpaWlQkiv8rjT6bh+iyHFZ86cKYR26dgXFhZczyBf9GlhYaE0xAvSeTqNcqhXpkyZMmXKlClTpkyZMmXKlCnTQ0ofK+IH61aj0XBLa/R0qBcfwnP24YcfJh7EWObXzJLQofF47JY7rM1YZX/84x8XSrvrPVqCWq3TZkXLN54HLVWrFnm9v9lsJlBrHSMWQyx5mqgqwvL6/X5SJlqt9vCGd/N3q9VyCza8oi8HBwcJSkFLjkfPA5ZKLXtO2AFjGA6HSZJhTbaNZVfLQNMW/eN9x8fHnuyXeaLtRqPhMhZLOtZqtSQxoZbpjUkSuVeT5+FB4G9N3AWpx1ThsUqj0SgJO1NYdbRuqzcO+dByttyPZZgS3cPhMBmreiQjykwTNTJ++K6exZjwFd6NRqMkfAxShFGEbx8cHPjai97yW7duuccg9ndubs7vUwi5loE0myEldBzwg2uK0otJtc1m/EZGeW5nZydJuqmQVeYe3iJDjzzyiPddPcZmU50ITJl1qmET0ROOnGgyQfXWRKg69ytSBeKeo6Mj9zahU9BD4/E4QQrRv6OjowQGrOFP6iE2m3kLV1ZWnB//8i//YmYzL9lwOEyQk8zjxsZG4lnV8DrQGnhPdL6A7iI7mvA8evi1XS0oAMUEtqA/vvCFLzjihjAVTXIO3/CMql6g/Th/ZjP4+i/90i+ZWRF5pWHFZjNU22AwKCSzZMxmVkBYajJjSBGG/B1DGDT5JO+E14rWoX/wGPkfjUYu08wvCJznn3++sD7MZmtpbW0tgUpDqpNom3bUsxr1Y6VS8fu11C1rO0LWFXHC2YK/Fe0ITxXFG+Haij7lnAMKBV04Go18ziNKbTQauQ6MIYhzc3NJ+Ib2LZaH1RLYnHPg0WQySWD2/Ox2u86bmERzMBj4PhblShEMMQGuFmGgX5oUN+pRDYtD/mJyUPU0Q6y7snB+DaVlv4WazabzOxYWODg48PdoOJtZeflyDXOI/NOzEakHkDlNnBsTmyr/YwiyorLQU7Ekt4bT8Rx9u3fvnssx97CX1+v1pLiEnk1iHzqdToK+oA9zc3OJJ1xRXBH5pM9HfVUWHsGaYp11u12/D32g5z/WmaLg6FtM1q66nfYZ+9bWlrfx6quvmlkxZBlCrnTN67nNzOzv/u7vzMzs93//932NMy5dZ+yNcZ1Wq9VkrPys1+vJN5Ci/tERMdk4oVVms2IU9G0ymbh+U3RbRIRp+BLjQAZ+4zd+w++lXXj1h3/4h2Y2Lf4Q5VZlIup0ePbMM8/4HCiannsZayyXvr+/n3xbots6nU7ynUvbBwcHiY4u083sS6ozY4LpjY0NH1dE8Oiezz2690REuoZdQ1H2dC1FNPLi4qKHvEWZ0/0CPck612JQZak4+B/9rNfrybqEer1ecq7SVBUxVEu/LWMUiq5vznS0jezt7e0ltgAtHMTvnP9YB7VaLekL+lT1d0xKf3JyknxvllFG/GTKlClTpkyZMmXKlClTpkyZMj2k9LEifhRhofkAzIoxqOoVMJtZXtVjGb0gk8kkiWNVayQWMiyTvKPT6biFTOPyzKZWOyxytMVzg8EgyYmg3vZYDlWTIker5dHRUZJEkHvOnDmTeLcYi5ahjN4uTQCFNRIrdbVaTRKvqtcxloOjHZJ+6v2KEIC35FTA6npwcJDkP1EkCe2rtV89hzo+bRdPOpb2jY0Nv1+TxpqVJ0fjfePxOMlDoMifODfqoY6oKrVSx2s6t1HGNaYaizfzxXgvXLjg/AP1orLDT/WoROu7ji96iiH1XGpuH9qJ8lvmNVG+wzPNL6TPqXcsrt16vV7IwaJ87PV6Pt/I5nPPPZfEvaoVXnWJtqlx3CQKpDxzv99PED94y771rW95gjb1BPIO+B69BdpmTNDe6XRcP/I8srSzs+O8wsuricGj/GpSc/rF/L388sue5D3Gje/t7blMkgwXJN9gMEjixmmzWq0muSFUPngPMfqUfe10Oq5HtcSn2VTHx7WgMqRx+mYzfffDH/7QczAwb3t7e+5BRG8w30899VSS7LQsMWHM56Xol4ja6PV6jmoCycR7dR9El+n8nZbUfGtry/NRRT2iKCQI5NYbb7zhnqW4DtrtdoJq0HwwkPKauYcPIIxU30eUlOY6iXH04/HY+x+Rpc1m02Uulreen59PkKSKVqX96Lms1WqF5MU6vnfffbfAB+6PiAdkSfP/0L7mnIEfrBPVZYpm1fctLCwk+6wifzT3Dfyjzag3NA8TYyzLgVEmAzyvudWgqNeQY313RA0ociR6r7e3t5OS2oo+imgePVfFPUT5T/vq3WXs8D96WJUfMffUwcFBIan+aW1pUl5NOG5mBS89ujbmDFRexT1V0cg6T/Qv5u9AVnX8MQFrtVp1GeM9jHNubs7bjD8V1R09zpVKJUFSK6Ij6u/BYOBtRH7Mz88XPOZ6TVF3se2y/IOKvov8iDnQzGZnLq4pujAmq9U8G/GcpCgzzUHEPvRrv/ZrZjbbI69fv57oFEVAwIcXX3zRzKal082m+jiOW/fpmJuNvzc2NpLzEWcN5NRsFgVBmz/4wQ+8AET8vjh37pz99//+381slqeM9VCr1ZIoDc2dyP9AE2nuvq9//euFvler1WTPYr+9d+9ekjuO74Rms+ln9/ic2eycowVQzKbyGM/3jKXX6yXft1oAKMoFtL+/77xFPjS6IxYBUJRHzJVZrVZPzR+mOclijlPdJ3TvNivmtCnTtfEsotEh9BP+a9+i3tdoGfoXixwoGlwRdbEcO+e6er3ucgWpzmB+aJO+HB4eJmsPeVlcXPRrjEtR01xjrPRJE1Ozrvh21m9L+Kd9i8mq2Xc1R95HUUb8ZMqUKVOmTJkyZcqUKVOmTJkyPaT0sSJ+NKYuxulq1SvN92NW9FrFEqRliIJokR8MBkkpaS33FmN+Nf4zWiG1kkPMhaNeMs2yTR/Mpl6e6Dnu9XqJV0z7ELN0a+6FyKMyz0aMv1eLaLQ2NxqNxIuseY7I3RA9MWazXBkxQ/zR0VGC6oHnS0tLSbztZDLx33mPopyYJ6ybWqIYL5qWIGUMsc9qpY6omSgT2gf4qONBviKqRdtExvlplsaNHx8fF0p1ms3m4Y033iigBbjGszGfw2QySSrPaU4EvKCKhqCdKO9alYPfo5dcn2Ndw2PNzxBzA9XrdfcyMmatXkGbsQSw5mRhbu7cuZN4T/HU7e/vl8az0yaoIdoEOaJ5jSKq56d/+qfdUwfyh7WvXowo/9Vq1ec5evxv3Ljh+WeYNzwBc3Nzvs5As9Df/f39BMmhOX7gI562Z555xnml5Xz5iY5gXCB/Ll68mFRjZP40Jxnzi5emXq/7GGPFwMFg4PkqqMjH2qjX6y4XyJWiiOg74yPvmJZCVp2BPDA38Pq73/1ukmtH8yJFhCfz1263ffx4Aj/1qU/5uBgPskMOh1/8xV9M0FuswUqlkqB30Ksvv/yyV85hDWs+K9pHP6rsRc9QRE4oHyeTSVKlAmo2m0kuBXKCLC8v+/4Oj7lHc4vF+HtF1LCmyKWlCAFyR8GzM2fOJBXMQFnt7+8ne6LmC4nIE9bi9evX7T/9p/9kZjPZabVaCYJPK4TQVtRzWq64LMcM7WvuPrNi2VzaRj7G43Gi5zQXRpmupJ+ab9CsiCIoyz+o76XPEOOI1VJ7vV5Sflzz1sSzBbK9t7eX5Hrg3m63m+STUp5H3azeWvqCJ533Hh4eJp5pzScWEZT6DnhVhvqKSKher5dUdVEPfKxepbn5IjKXfjYaDV8L5LhS9Az9inml1LMd0QM6Vt6n6JKIPlKEU0S1af6reE4dDocJKk0RDVr5Ru/RKqYRsVav172NiMxrtVrJ+Z7+jUYjbyOe+xT9jI6nb3p2jSWvdf3EXI8qO5pTiLbQfSC3v/CFLyT6Hl37gx/8wPvzuc99zsxmuq9SqSSV5BSlFCskwbtvfOMbrlvIzaNVaPmdfRade+7cuQShz3s7nY794i/+opnNUDa6D5chThgHfGMub9265egfSM/YMRcnuveLX/yiffvb3zazWSVE7t3d3U2qkNLm/fv3vS8xV6PmDIz5vQ4ODgql2c2KCMC492jZ71j9sVarJZXV9HuEtR5Rwhp9ElH/1Wo1OedrhECMgtDvFoh1CY91D4+IwUajkSBiFCEd83IpYlFzZ/E/+hb7qWfeeK7VSrsRHVhWCp2xaN7OmP+0UqkkZwytJh2/GxUNRFv0j+87PSvHSnJ6bopo8P8ofayGH01yFpN1Mnnz8/NJqV9V9KdBMdW4AGnypQiN0qSTMcExVKlUkk2GvimELgqjliuNibSGw6ErGIWxa+Jl3s1zsTQdinNlZcUnng8pXdSxtK1CGeMBSg8A8QClEPK42fJRV61Wkw1V4YD0Kx5WNWRA+3RaQiw1hMUkq91u1xVEpKWlpeQwrOEAEdYI1ev15AAE6bzF0MN2u50k2lUFrInI4IPZdI6i3ENa+lfngWfjh0NZokz90GdO+AiEd3pQix98qlRjeFun00lC7BR2yyFVP6TMprIbYdu64cWPA523eGD48MMP7dq1az4O5aOOK/K2VqslIU309/j42I0SrHX4cuPGDZe/mLzXbPZREBM8zs/P+xxG2PyTTz7pSZcZAwePWq1mb731VoGPzLEeejTENJbe5QD7/PPP+1pgYwPK3O/3XVaYUz6ub9686WNUfUh/aR+dpHBl1hJt8/Pg4MDLKv/Jn/yJmZn9+Z//uZlNDVzMW0y8uru767ylvD3X/vN//s8FqDm84j54ysH1E5/4RKnBAT7G8AH9UOSdTzzxhJnNdEyn07FPfvKTZmYOgwfyrmE+zA3zNj8/n4TMff/73/excCBHHjk0djodP9BzsEaW1tfX/X4SmCPX6nxgjmq1mvMhOh80lBg+8t6Tk5PSQ4pZMXQlHsBWV1d9DUKEtC0vL5catuknugEdiMxubm4m+lGNxfGQqbopjkuNceguHUsMLdWPGPbgmHBX+a5JjLk3Glh1nSEz8QNCP0g1NMOsGEYa93I9RMe9S0POo3Mk/s64YrlzNXQgY1q+luc0TEHHtbi4mISEKLw/JsnWfV4NgfreRqORJD9VI3+UNd5/eHjo8hhLlWv/oE6nUzB+ms3Knut8xYN82YebJnCO86XhMXqfkob5aOJms+kcsWcxHtrmrKf8UJmLoS46D9FJquuF5zQULRreWd+TycRlLSZP1lC7MudePN/r90L8uFKDYgwRjWcA5ZWGbmlKALNiOWY+8LRMfXRwMZYXX3zR13HUEaurq/bMM8/4+M1m+5l+dOLs4YxiNjOCQrzjS1/6kt9P+JgmnWWsyC/j3N3dLSTyVer1en6NtU7bv/Zrv+Z7lRpRI08592xsbLg8MD411kR9A18WFhb8bBiLDzz++OOJkYA5Ojk5cZ7GNT8cDn1dcH7hnKTJ3zkvqa6JIUDMTVlCZk3NoClTuAfZ0jAi+FhmJOeaFkAym82l6iv2rLLw+vj9qICIqL/39vZc/0bHvjpxY4L7ubk5fy462FXPqfPqtLVXrVZPTSrfaDQKvFH+Kxghfh+32+2kqAS80sI1PM8Yer1e4RvDbCZzd+7cSRJ26/exphLQMZycnCQhi2WUQ70yZcqUKVOmTJkyZcqUKVOmTJkeUvpYET9YS4+OjtyCh8VPy8nxvzKLl8JczWZW4JWVFW8Dq5mWWItJbvm5vr7u1ha7ihUAACAASURBVLmyRIhQTNKlSAQseFpuL4YoYSXs9/uJBdYsTWSoJWR5D9B2HVf0QMIDhfpGb22z2UwSVamFM5bEjBZLHTPPLy0tFZAm2qd2u50gRxj76upqaT95Fss+92sSR0UN0b/ToL61Wi2BWqs3KHp8tR8RHaVW/zKEFn0DChtL6yp8OM67ImSQYw1bK0vKiHwAY2Xs8/PzCewSa/Da2pp7GKJXTZEx0QOmEMTIz/39/aS8r1JMUoZ3cnl5OYEb69wwJ3iF1PPPOvnt3/5tMzP7y7/8y2T9KgomwmVZU/v7+45QIbSJcV2+fDlBMtHPlZUV11OU/ISvjz32WMEDSJ/NiogfvBGElnzjG99wnmkZZrPpPEREEzrm/Pnz/m706/b2trfP/OIhfPTRRx39gucBePnx8bHLbyxDfPXqVfv7v/97M5uhetQLEpGCzHOn03HUS0zyt7i4mIR6gUS7d+9egnyAL9evX3fPGnrxV3/1V81sOkd46ujfD37wg6RsLp7Ls2fPutcTVA68Xl5eTpJOM6edTsf7AB+17HyEZn/xi180sylUnj5Tuh45297e9rnkefp59epVX4P/9m//5v0zKybuR/7ZIy9duuToI9pmjnu9XpLkXZMSo79BAK2vr/uaRf41zCoWFlCUa9TfXHvnnXectz/5kz9ZeO+tW7cSHct8aMJzEocyvlu3bvn/IuJzPB77OkHWuPazP/uzvm7KEs1zTUsSo1vLzgoRMcye1+/3Tw27Vn0fzxj9fj/xeiua87Rk371eLwn/UgSPwvLNimiR6PHUfZP5VsQtvIlIIS1uAKFblpaWXM8zHkU0RfRWWYh7Wfly+lVWqCEm0I4hX8oHQqq2traS82ar1UoQkIpE4D5CdUG3bW1t+TqJZ43JZHIqgkHDniDkSlE2EO3Mzc0laCw9u/EcYauKgIjJq1nze3t7jnyIXuharZboJE2IT59VtuFHLBCg54GIDFBkfwxd0fNfLNRQq9V87ZZ5y/kfZwVFFdEvRazR7xgKryEz7GPwemtry88P9JN9ejgcOj/YXxT5yv2gOEHSXLt2zfUGYeyM+ejoyD7/+c8X2mQu19bWXGeClNW5AV2KDlTkVCwnrkgS7odnnAVeeumlRO9sbm76s4wBlGur1UrOJsiEJpePYcY7Ozuuhzm3MJY333wzKSlP21tbWwUUpratiamjbjk+Pk7OwfqNE9N6KA/jXtDr9Xzu0O3IhIa5Rr2qbcdUKIrOiSiiWq3mbcXvpXa7nXz3KLonhtpqyFLcl9gjHjx4kBQxiulgzCyxG8zNzSXoqF6v5++MqTSGw6G/M6IrT05OShFMZkXdEtNn6D7NNc4fWpY9Ine0oEZEECtCMaYtGY/HzpOYAH08HpeG5EXKiJ9MmTJlypQpU6ZMmTJlypQpU6aHlD5WxI/mDoi5fSDNfxKT/rbb7cTKj1VWy+3iecBjpInkYvy4eh6iN0OtZ9F7oqUjo4dvbm6uUIqOvjOWiPLQHDMRCTIYDApljfWexcXFQmJXvaaJK2O5zOXl5SQHkVqGY7w+/fybv/kbt7pjjdXEkupR0jbH47H/ztwwb1jZ9TkdBx4H5Sc5K2Ii28lkcioCR+cvIoUODg6S8prq/Y5We0VCxdw+Gm9K+zGeW/kX40UV8cM9inaKsehayljLuNO/iCDTWFQ8PTEmX9dE9EBqKcGYPG95eTmJv1dZp1/MuXoZQA3EhJTNZtN/j4nF5+fnvQ94iZ966qkk0SV92d3d9fbxDNH3T3ziE57fhjEQ52428zrQF01Czbi+9KUvmZnZ9773PTObephieXBFHOFt0gSIZtMYcfoQkwNubm4m3gj+vn//vpeAVa8E3i3WHsiRGzdu2A9/+EMzm6GcFP2oZTjNrJBfCt0aE6zfuXMn8WZqKdroodCEd9GT8vTTT/tYuB9PCu948sknXTZJzMy9r776qv3oRz8ysymCAx5H3QzPxuOxr1UQOOrJjeWK8QAvLS0l+UHg3ZkzZwp6V3/2er0EjQkaoFqtOjoHz57qVWScPjAPq6urLtv0ibXxzjvveP8YJ7Krcfu6hmOSyTKdDiFDN27ccJlhrau3DLlHnpDLjY0NR30ho4zlO9/5jl29etV5ajaTy3q9XihLb2Z+76uvvup6kffRtpbrpU/Mx+Lioo+d9wwGgyQRsHrzopdWETK0iz5A9lZWVhJvLfJfr9f9d+YXXaHI1LIiEzGpa0S1mM30P2NvNBp+f9TjmrNGkW9cB1HA8y+88EKSF0f5ElGB9H19ff1Uz6/yN3pPNfdfTFjaaDR8jMiOFhWBx1xTdAp6LSavXl5eTta1Jk2OOXTK0Kb097333nOeoqv1zKHJQPX54XDoyMuIjteyypofx2yqAyNajDFfuXLFkZDMqaIDWTuM5f333zezYgLc559/3syK3vaY7L3f7xeSkZvN5KRarfq+RM60eAZWUs94zAGqeifm5NRzC+3H86LKHPoCWVC0TfxWqVQqpQlzIZ5jf2o2m4V1r8/VajXfAyIiSdFb7733npnN+Hn9+nWfL/Q8fXjw4IGvCa7p2TXqMkW7o69j7pder5cgQBTxFvObaXEA5BedtLW15euKsWu+Iq6BmlP0eEywrmcGUEbMIcim8+fPJ8VUNEdp/E7SsznPxfNYo9FIUNmKeIEPrD0QX7u7u84PRUZHhBX8m5ub8zFzftAzQ0TgaALjGG2h5/Z4RtO+RP2G7DYajQTpw73b29t+P9dAqa2vr/v5hrWIfG5vbydFdBS9FxE1iiyC4tlGx6wU24r5vfT3spw7ILb13AQ/FG1HO7TPeBSphDwhC5oLtywpP/2NCarLKCN+MmXKlClTpkyZMmXKlClTpkyZHlL6WBE/6gHCEhyRNIrciVY3tZJi8dKSpFqBxWxmPT46OkoqEel7I3IHGo1GSU4VLeHJNay/Wv3jtMoD1Wo1yWvE2LQPeEsWFhYKuXL05/LysmeSj2XhRqORV0SJ3ky1sMdqVsfHx0m1LM3FQFsxJl3nJlaH0cz3Wp2LvpRVkMKaXVYdKiKKtNzraR4Yta7GGP433njDyztGy7eWuIXU0ss1RSuZFbO5453QHBA8x//w6CqqJ5YSVBnXcrjRIo+1eX5+3q9plSezqfzHSnKQVqSI71MvV1yntVrNKxqAltHqb7GynsbDxwph+l7kA++iehkiku/xxx9P8vAg4wsLC94upU/VG8p9rKm/+7u/M7NpThY8sTGXhZZeB6HBGK5evepjxLOi1QQhrUwDaQldJS2THHXG2tqaffnLXy60dXx87Pfj7WJ89+/f976W5fWKaELuefPNN90zwf2g8K5cuZLkM9IcIqfFOz/66KOO6CrzqMAH3oNn5d69e76+8A6DcFldXbVf+ZVfKbSpFZZizPZ7773n65A2Wddzc3PuHYRnzGmn00mqi0BaiS8iDZvNZpIL55d/+ZedZ4wDXnPPcDj0tn7zN3+z0Kd79+4lMoZcHh8fJ152+Nntdgt6A/5E3YLXam5uLilhDB8XFxedb+zBKuMguVhT2id0M/wkB1W9Xve5QRa0XCwoBRBCzz77rI+BnEoRqXV4eOg5nCBFVMaS44PBIEHQ6P7EvJaViAf5BIqC/XB1ddXnl3ExD/V6PfE049HV8tkxz4XuCbH6hyKqYxVIRSko+tOs6B1VVGDkKe/d29vzeUWOQUxoNSr6hcxq2fiIHNT+xRLgZqn3WdEfvA/50Fw8mptRn9P7Y76F119/3ecLuaxUKoWS3fpzb2/Px8OYWc+tVitBaiqCJ1bH0bLurBfkijPfrVu3HKkGalrzWEU9gO4cDAaO3EMHgi48PDz0PRge0/a1a9eSsxrre2dnJ6lUqmXqmXs9L8bqPchqu90urW5mNtVJ8QxahnBBN4FQOjk5SZB8+jPOJaRn5TLPe/xd93TGyrW9vT1vP+Yg0bUX9U6v1/PnmAv0wac+9Snf6/Wbwczss5/9bKFSl45PEQPxf2WRDrruIoJd911kIJ5HHnvsMe9XWb6mWJp7PB77XL722muF9z3yyCPJGYN7ut2uy1Xcp9vtts9F1I8HBwcJ0l71ZEQ36XfuaRWqK5WKyxjvYb1897vfdV1J5bVOp+N8Y62DEPrqV7+aVDLUM3rMMajfTxHRDzWbzWT/i7nGdMz6PR+/GVQPM37OlMx7s9lMchixp+iexVpXtFNE91QqlSRnqurv0ypiqYzG86naC+AHOrparfp40PGswbm5OXv77bfNzPynVn5FpjkPkFdtb2/PxxjzzkY9pP3T/eyj6GM1/CiUK0KloVarlRhGtKR6/EBh0lZWVhz2xz1sfGfPnnWBYWJ4R7VaTfrC81o+HuK9zWYzKXenQkb7MaFWu90+FUapY9U+cHDnYxohOzk58fCGeDgwmwkaioXEnAsLCz4XceyaKDOWhh6NRn4IoOS1wqtZxBzeysLktO/wgwWkydwipFUh7hxaotIZj8eJQtdkWTHxohoNY6iGblynbWaanCsmdlteXk4+gFXR0wYKAhmq1+uuyOIhdWFhoRAuaTZVqhzGYqjAR5U3LZNR3dyjQVY//GI5Wv4+OjpKPgBQaKPRyNcL4+PjXdvQhHVxDFHpl5WW7/f7SWJv5Ov8+fPerhpZ4C0fmRwqfv7nf97MpgdmZBteqdJnw0Jp60dXNAzqvEXopx4Qo6xpQuFYBl7LsmoCfR2b2Uw+mJMLFy74/Wr8oA/Q1772tcLYB4OBr3/uK0tWq2GnZsXwyTLDbJQ5+LixsZF8kCpcXEPCzKwQ2oasAPf+9re/XfgAhQ9m07CxWBpUD38xDEaNzPHwpweqGM6sH/MYRuKY9/b2CjrBrPhBi8Ei6sB2u+18j8Z2hSRrwkV+wmMtLQ8fkCFNwhnh3pA6AbQ8PXxh7mOi7nPnzrkc8RND8pe+9CVfH+hF1unGxoYnKmUNq/E8JnlnP1UjNrIQ51bHoPIby8APBoMEhk5b9+/fd12H/PL3/v5+Emque1hMQk+YihqTouFeD8IxEfZ4PHZ5jOGrqttpU88vMZHyycmJnwfos4boxT7T3/X1db+mxjuz4pmL/2m4cnT8QWVOND2PxXLFGKPG43FiTOId+/v7LnNlDolXXnmlMK5Lly75mkMOVQ/HcHINbSXMmA91dLoaEMpKSWO4ZU3Q9rlz5xIea9l0ZDUm2x+Px84HjEj0rdPpJMmgNZQtFhagL0tLS34W11A41lxM/Nzr9UqLevC+svQEZsXw5Bhaeffu3cSgwrnpxo0bPkb0Dfw5Pj728TDPPN/v9wshLnpNE8XCT/1WieGPlUolMS5ouFkMJ1Jdw3Of+cxnCv1cWlry74N4ZtYy3zEMTB0LcS1qSHaZcbksga3ZVL/G+YIH6ljV74noyOe74ujoyMdDAmxktdfr+ZqjXeb24OCgoIPMrOBwjN+WjG9+fj4xkGCAb7VahfBPs6IhPSaahx+6f8awxE9/+tMut7z38uXL3mcMB1x78OBBofiHUll4bJlhL557BoNBckYrK3oUi5eMRqNE3lnL586d829SnsPhrqkx6BOOtslkUkiWrO9To1BZwn5Iw37jWRyqVqvJ3q2Gy5jWg3t2dnYSB60a+ZFDzmyaLB4+cB7AAXDlypVE32u4q9ohlJ8KLPkoyqFemTJlypQpU6ZMmTJlypQpU6ZMDyl9rIgf9cREKCZWOLVWYUWLli+zFP70/vvvJ4gTTUYVE7thQbxy5UqCBFFvVyzJqBZc3hNLqivULIYATSaT0tLdMTwFq6DCz2LIkMJQI8phb2+v4HExm8Hu1UsQESEHBwdJgjsN5SEcA9JwJNrAo64QWU1oZTabG0UfqbUV5EcsHd7v9xMUlSaNi6FaarGN0D4t3xg9j2pBjdZ+tXJHq7gmrIPfeN60vHssiakQ1DfffNPMZl4a5u/k5CQJvWg0GvbNb34z6TN9irDcssRz0VtwfHycwFDh9fLycuKx17AlRbaZFT2lWLXhA+9bXV31PkRZr1arjnSL6AOFbWrJZQjvq8oAFOHijUbD544wEa5dunTJ5yta2r/4xS8mkGRFiMVEgZDC9MsSqEaPpULf+T3qxVqtlkB96/W6r8eYQF7b5d14PNvttnuYmF/1YGopXG1Tw2Eg9bZA0WsyHA4TSLyikWKCTK4tLCwkHmP14uElQZ7Onz/vY2a+FW4c0YrcOxqNEsizylwsda26DzmMsl2WKF3D+GJyP9bbYDDwNhXiy3N4BGM51vF4XAjTgUe8n3mLpUXNZvKrCEfeGZOoLy8vJ8gnDVuIOh050/5EFG2lUnG+QfBgf3/fUV54uNXjF3WgenajZ1q9tcgHvNrZ2Uk8gSrbMSyF+dvZ2fFxsK/hMX7//ff9flAirMHFxUXXlSDx6NMLL7zgfWWfUJSsJnHWMXS73QJ6UMeuYaER3aa6TJEjijAxK4YZRx2rYbIx7FHPV5r8XK/pfhZlTpGe9LOsWERMlLy9vZ08p57qiA7mOebRbBZ68f777/ueD/KJudSzSQwn0LLKyC8InqOjI2+TfinyjzGCalB5RG/ExMCNRiNJyg0NBgO/H12oqQbgETLH3nJwcOByFc8HjUbD+UDYzdLSUgFtSPtmxXAi+M4+qOXto/zqNYgxLC4uur7gPMYa7Ha77mmPJb2r1aojeeE/BU6Gw2HCB9aLhkHykzV5dHSU6G34pO/RPsQzgqK4eA7ZRj7m5+eTvUOR3+gSRaGYFZEQMeRTwy31uwCKupY1rN89tKnfS2VFWGKoKPJbr9f9f+gK9H+lUknSDICKGw6HPk+sG+RqaWnJxx/DefVcBWk4eQzbU1RsjAhQtJQm+Deb6dBbt245Cpm1uLa25r/DFw0vR1ZYZyqHEUGGfCnfIdWFMdRQ+RGRf7ru+F0LL/E8CC39Njeboq7jOZ1x7u/vF9BXZuXoF/qnaLooq/V6PQl9i9+5+nvZt1QZapprzOFbb73lbSF/GlbPezUxutmsKMXu7m7hLM5YeT6eP3SuYjRDGWXET6ZMmTJlypQpU6ZMmTJlypQp00NKHyviB8v50tJSEkuvpeNiXKQm34sxv1i05+fn3YJNvKda0GMSWGKo5+fn3fobUT0xjtysmIAuokrUGxjjYDXGvCwOkz7EXDGdTsetubFUaKfTcYt3zIukJTv5qQiDaDFkXDdv3kxy8yiKA+t0RNaotTQm3yRGWtvSWFnQFFi519fXk3LbeD57vZ63xxzquCICR8cQURQab4qVNPJFZS4mPK7X694/xq9eL2QUjzbWYPU08xME2s7OjqMpYilOLd2uSfdYV+oRYVwRUVCWhC16bgaDQZLzQj0D0eukSAgtyWpWzOkU0Rqa6C4mGdf3goCKSc61zHdZArk4b/ruskTkyAA6RZ/n3cTpKsIlehw+KhGi8jyuIUWWRQSkesliXjT1TsS8K5VKxccV8zK02+3E+884H330Ufei4TVVmYjxzupRoQ08NsqPqPto55/+6Z+8DHBE2CmPy8rsavtmxXLY3M+1Z5991vvHT2RU+645yMym3p2IYlFPn6KotO0HDx64zvwopCekchnRbMrzWN44JrY1swRFNxqNEj2g1yLidTQaebvRi1RWFlVlLuYU0724rNQv1+iPlpmHZ7G0tuYwiigDdOhgMHD+46FT2Yk50xShhE7SsSv6x6yIooi5VKDRaOR7leZsMJvyWvc2sxkKo16vJ3mJNGcY11ifOifqadd+d7td56PmXTIromn5qXlHYp6RdrvtXkzmS+ed/Yt9nX2+0+m4DDA3WqABon8RfQRPtZ+8U6/pHh5lG72wtraWrHVFBzHmiPRcXV31cxX7hSIKYmGSyWTiPFLEFO+N6xLe7ezsJGgSSBFh8ErPRnF+aWdpaclzM8U8kAsLC0nxAJXxyCPmVFHTnGXgwebmpt/HuBYWFhw9zpxwz/z8fHLmVZ0L37imhUBinhD0yaVLl1we2Nc0NwtrCD6obscLH3PW1et1RwhxplTUh6457dP+/n6SY6bVaiXot4jGNUv1cLVaTZBWipakP4qI4R1liW/NpvNwGvJvNBole6p+n0UEMHpY9/0ylHZM1q7IDOSWNpaXl51/rGv0fr/fTxCDPHfmzJkEscn7dnd3kwIomtOG32N+xUaj4fzWfF5m0/mL5x3N9xllHD0yNzfn/QPl8+DBgyRfHmtxbW0tiTBRuTqtIMFkMkn2YD3PlZ0X4Vk8t+gZNCJjdH+KZ39Fp0W9o7xCxuM99EepWq2WFkwxK34HxkIS4/E4iX7Qs2g8Z0KaC5H5It9Wv993HRG/txTBzD3I0MWLF089T2gO1mhniOfQ0ygjfjJlypQpU6ZMmTJlypQpU6ZMmR5S+lgRP2WxZ7GMnMZqRyuaeuqwhmEh07LPZZWSsOTHygq1Wq005pp7oqde+0tVAKx1L7zwgpkVS1VG6+BoNEpy1ChSJea30BhNrW7GNS3Rrs9XKpVCniCzYuWM6JHi2t27dxNronosTivHp2PAiqt5faI1nT5tbm4m3ud+v+9tUeUCj8rJyYl7LyJSq9frJR49zZ0RkRl4bVdWVpK5V0+nxsQqzzT/EsTzZfkFNJ9MzGsEP1UeI4JnOBwmpZN//OMfJ/KhXpeIlNAqZzEfCaSokliZQvP/RK/8ZDJxOYqxp+opwkvM+3d3d5O+K/oI7yTPa1b+MvQQFPNA6LWI2hiPx4m3tgy5o+XfeUf0YEGKOInx+91uN4mf17UfPWespZWVlSQ2WeUzltTt9XpJlT59j3qGzIq5YiJih7ErMoN+KQKqDClpllZRMJt5vVUGojdJkTgQ79/Y2HCvIvOAx3l3dzfxZK2urhZKLDNWs6mXPOoPLbEb9y/tU6zUw5x88MEH9nM/93NmNvNol1XDirH2qltiLrN6ve5oFypZKloVZCEedXTL0tKS5wuJlaq0MplWOYqlwhWhG2VN0W1xjIoc4n5FGzGGiDYtQ+3FNkejUZInREs8M2+sb97HnmI280xDWo1NUR+8Bz3He5aWlhKZYW1oPpi4B128eNH1YURv6JzE3G6DwSDxCoOS1dwB9IXxjUYjn3uuacW26AlXJFSswnP58mWXQ9pSxGf0Pisyg/7ECiuaSyF6tm/evJnkYyhDg8eKpTrGWN3IbCYH5HbjfPHBBx/4+9AV8ForgVIWfDAY+HtiKXpF6cXcGZo7KlbmvHLlSjKHqjeiTqWfc3Nz/u6YJ25lZcXngnxg6jmOuTYUeVJW2Yf38r5YAfDevXuF/JKMJeZM0yp9EeWheTfhQ1yzw+GwUDnYbIYwKssNpFVJmdeoh/WMHdFArVbLx0V+LtWrrEE92/GOiNpVREEs46xoqrKS2rH6rsosaLtYwXV9fd15pBVbzcorM2mux4iGiHlUyvhYtl/o/MXKevo8c884x+NxIYeN2UxGa7Wa9w8Z4pyvCJeYa1TzkNK/MoRHHGu1Wk2QieiYTqeTnNH02zbqWM1jExGRvEvbUATxaRW4hsNhUglVz1ex6qPq/8j3+J2svFG9f9qeNZlMCt+LSooWi+jHxcXFUrQ098Y50dyJERnabreTdaJ9iblC9WxflveHNk+rdthoNFzPxCrPuteBYEOfaFQUpNFGscptWf7Mj6KP1fCDIBwfHycfQvqhV3aQNJsOmE2MthS2GYWCe1dWVvw9EcqvkOn4Aaflb8sSQKFQIN6vExbDx7Rso7YZQ3jUMMAka9Iws6lij8mdNTlmXEiqYHgufjhriFhMtHlycuJKjmR4JBXUBIURTrm6upoYBDTcgv+x0O/evZt83Goy0/iRSj810Ws8ANB/s1npPOVd5KNuRNFwUAaVjPDG8XiclMlUxRmhi4xhc3MzCTFQ5Rr78tJLL5UmKta/lbRcZkyuqOGXMfk3PNeEymUbZAwxYHM/c+ZM8jFImxcvXvQxc3Cln51OJ/kAVkMG/EdxaslZLfkInRaCqUZeDZfhmZikVg1qcUOA4uHOrCgDmjBRn6/Vai4fyMWrr75qZmb/5b/8l8RIrOu7zDgRjRIYRra3t5NEzKr7OAixpghX2djYcL0bw6YODw8TnafzUXaw5r0ReqvtlCV/NJt+LNAGPOID+OTkxDfSJ5980symSXLhLbKpvEbPkGQ1hsqYpcn8Dw4Oko9O+tDtdpMP0TLDWJTVbrfr/I5Gmjt37tg//uM/Fvqu+ic6AdSYh1GIMs4cxPSjH9Kk1fEwoeGqcQx6GIthe0pxDS4uLibPcY9+uJUl4o+HW+ZxNBolcqwJYzlYx72rXq+7HnjjjTfMbJo4M34UI0N6MGSeaHt1ddWfY26Ur7yb+dZksGps1b43Go1kX0cH3rp1Kzlkqo6Pod/0s9/vJzxSgz9yqEnzY0n4slDieI6bn59P5ln5Dv+0UAXv08SY+tzCwkISCqy6nfFrWKdZMYSC8xwfy88995yPT0MHzcy+853vOB/RhZubmz6umIS02+16+5qY3myqT7VEuNLy8rInkoXHzPO9e/eSPZXnb968mYQ0EUI4NzfnYSUxSbwmsecedTxF/ct7d3d3k3ME93Y6HZ9D6ObNmz6/JOPV83M0nNEXTVoOb/Xjn3drKgezKa+j0URDPmLCVtUtMcQrrjuzmcyg93u9XmIkYyz6YY8MHRwcJB+UrAN1BNEv5HI0GvkYMRzDl2az6XyjLcbw4MEDlyP2Al2nrJPoyNBiEWUOjLjn877j4+Mk8bY6fKMRREMjy0Lpo0FQ9U8MqdQ+lDnZGDM8KvtWifpUnZ7RuUSfut1uwdjNe8ym8xF1mAIcNEk+fD0tTYF+67FuNIQ/6l81lMQwIt1jo/NcjUpxP1NdG42M6viODm9IdUv8jte9GLnUPsXvGNVh0UCi4X5auMNsqqe0DbNismtNIq/39Hq95PtRz0vRdqBrPxpRNcwwhvPrufE0YEm9Xv8PhXvlUK9MmTJlypQpU6ZMmTJlypQpU6aHiRSVxQAAIABJREFUlD5WxA+knqzTUClmRWiT2dRCFpMYKUIjoi607DZwXEgtgjGER6F0ZZZo+oZ1LnpDNbllmbVUk1ZBsYQuHhItnYzHSD3U0bvFe86cOeNtKiKGeyIETr0g0YqungjaBzUDjcfjxBuqls1YPhhSb75CGSNaQqGn0fuvvI7yoR5xLPmglRT2GZNZ6vsjykaTQfJuSoMqJLYMcWI29Qwi/3jcNBlZTKqonhXuIwTu3r17hWTOZsVEX1EGysZVFsYYk5wheycnJ+5ViEnQHzx4UFpm12zqVY4Wc/qkshpDO27evJnIo0LKY6K2fr+fyLaGgURvn3qoFXVoNvNE7uzsJLwF2r21teVlF6McaxLkmETZLA1p0rHjvYtJl9XzgF5QzxE81bFTCpo+EwI0GAz8PYQ50KYiXEAI0c7m5qaHpxAqoF5XTbSt12q1WhLSoIi8b3zjG2Zm9ulPf7rAj8Fg4G3wE4/n3bt33SNOknNFZcUSvLdv3/Znkc0f/ehHZjZFK+FRiojGhYWFgvfYrLyEKX2GZ6PRyNc6ukGT3UfPjfIOOaIvPP/tb3/b5w398aUvfcnMpmuJeeK9hCJfv37d3n33XTObeaZJMlypVHzN46VsNpsJYkS9jhGdqh7+WDZb98HoHVN0DzxmrOjVGzdueBt4nDWRM/IIygFSBLGiWiOPY/iY7ktanj0WDYCazaa3hZcdGX/w4IFfA2HFPWWhveptj3B73tvtdhNEqIaz02b0GuoY4nlnfn4+mW/6OR6PC+E2ZlN9QFsg6zTkU8MvzGYe7Waz6e0T3gNVq9UEZacJSKNHFtJCBvH8MTc353yIe9DS0pKPh0THrKnnnnsu8VDzjgsXLiTl2dfW1ly3xDEvLi76tbIk41qUQ3msoU0R+be3t+f9isjNyWSSIM/Qkx988IGnJYAfnDd1zXPG03Uai6voGSwiNDS8ArlnT+12u85L9BP3oLfMZmucsS8tLSV7N7S8vFxA1ZjNZOjo6KgQfh/fwx6O3lYE52lhk7VarYCYNJvJjn4fRHS9oo90H4yIVw27iaHw8KXX6yVJspG5c+fOudzHSIlqtepz/u1vf7swhsXFxQStwc8rV64UEEVmxTNNRKUo+iPKTlynyls9Wyva3Gyqk9BLPMt5eGFhwXUEewfzvLKy4u3DD3jd6/X895hiRL9tYtSF9isiDrvdboKK0vQXrMsox8Ph0F5//XUzm+1nZ86c8bWDjF25csV5G8PokPWjo6Mk5FNR76ed13X/iwj6RqORIBM1kXmMrtG9kuf4nlDkDwg0nldUFgg+LfhBOxHFpd/fMUS9Vqsle3fZOS6iAzV9S1zzk8kk2esUHRhDMblnc3PTZY5+MkdlKETtC7/HeddQzI+ijPjJlClTpkyZMmXKlClTpkyZMmV6SOn/CeInxhWalSdujsiObrfrv+PxxHI4HA6TRElY4ZaWltyShgdXLd9YKzVe36xodY4JRO/cuZP0UxMXxyS86jGNXtBOp+NWPfqM5+Ho6CjxAGDtPnfunFuQo0f8/fffT+JKSTJ19epV987gBSJJaKvVKs0XZDa1PMaEnLz/3LlzCZJJrdyMXxNd0g68JSmalmSM8fCaJDjGMh4fHyd8V9RA9LhjidWEZBERorGu0TquvMIKr5Z2jdHWNm/cuOF805J+ZtP5oy08Fc8884xfZ1x/8zd/Y2ZTeVTUShxXnEvWwWQySWKS1UOluTV0zJ1Op9CGjk9REcg4c6rokpjDYWNjwx5//PFCm8zV97//ff8fMqueu5jnqVKpJPHpisSJSUGhfr/vnjNyIcAPzVnCetHSpyR5Z32RH0bRRxEFo/maIvJKPTEgM6CbN286erEs30Lk387Ojq9ZvJqa/wD9iXdMvf+M56d+6qfMbDZv3W7Xefzmm2+amXnuGEW4lI0velIUfRHLXupz9EuTvJtN9Qll4LVcNMS4/tt/+29mNpVH0AmxpGir1SqgBLQPiiSJ8eN6X/Qa1ut1++Y3v2lms5LcinKK8fr0ZWdnx8eDNxPZe/bZZ+1Tn/qUmZknPn/llVfMbCr/8IgyxOx5m5ubvlaZd+RkbW2tgJA1m+5/ca3qWmJto680F0vkiyIpY/4YZLzRaPg+RL80AS77HmNWTx/j0YSLZtP8YdEjy5i03G5Z0lrmhPEdHx+7DopeaM21gfwzf4pSjQnT5+bmvC08wJxfdJ2xX2huj3g2YVxnzpxJEt/qnGjSTOWjJkaN+SfW19f9PvWW8050J6g7RfzE5JuaQ41zjurHuIdo3jHOD+wlKrNRH+pYItIQnahoIJ4np1O9XndEXFnBi5jfbGVlpYCQ0j5oqeCoP/S8GAt/7O3tJWsPPXDhwgVHccZzSL/fdzQmiEEQAp1Op4A6pO9mxTwoMbdkpVJJvN7Mv6K6IT3n0md0xOLiosu0JmA2K8ohPGPdbGxs+F4f8yItLy8n6CZkVXNORcRmtVr1cSBfyODh4WGSvFf38IiE1MSxEVmn8x+Rg41Gw98T82ZpsnzWrOp2xsGc6rkFfnBm0PwzsX88r3k3Yz48+MU4zIr7fEQ3aYLw04roaLnuWDTCbLZm6ed7773newD94n2bm5tJjh7NM8c5E9JoilhEIfbTbCaHjFnHRZ+ZZ/2ui2iPwWCQ7OuKdGGe0atbW1vJ9xU5Defn5/18EvPB6Bk0nkVXVlaSSBGNIGEf4x7GrvdHFJfmqgIxqOfwiHBmj2y1WoUk3NzP8yCVkWdFSEc9rLkuYw7VdrudREhocaB4HmBuWq2W/87eo2jQmHhbI2N4Lka9vP/++87TmMz++Pg4kV9N9h7lXqNXYi6tMsqIn0yZMmXKlClTpkyZMmXKlClTpoeUPlbEDxbUubk5t45i5dYS2bG6CNbg3d3dJPeFVhGKpY8VDYA1kDhJLKTr6+tJVSna1tLE8X1vv/12EuMa487LSONFY+k3xmE284KoZ1XL4plNeYelMMb8HR8fFyz/Oj61vNJ3YkqbzWZSrUmrOEXLsJY/j14xzcSONwHrJ54xfU6RArGUvFaXirH1yrtYKhUaj8cewx+zujebTedfzB6v8cvIqOYcYG7KZCDmhcF7OBwOk8pF6knHkgyPtErPX//1X5tZseJDzMej5RRVlnk3/YyIDPXE05Za+bkHr0ms7vDgwYMEaaU5BLQ0pfZFPQ/IrOaoOA0BqPKoXv3obVLUAZ6UmENkZ2fHvdXcQ99PTk6SOH9QM6PRyBELeKFee+01M5sifxhz9PiU5RBRFCLvBgWj+WioIBLRbcfHx4kXo16vO+IjVvXa39/3sT711FNmViwlDaFz1ZtHH+IYdN3FygiacwdvF38vLi56G3jcn376aX9eqx2YzdbbxYsXfQwxj8FoNHLP9Oc+9znnQSytCm+10kasfHT//n1fc2XlVPkdL5x60vDagYrSKmsxT5Z6qvCOgyCDH+qFxpPL+waDQYKUUBQj/2P/IzfO3t5eAYnE8zHPiup4+herCSoqE1JUYUT6sCcr2gN0gnrXFcloVixtzpjZ+/EkvvXWW34/axZ50SpiEPO9u7vrexV7QaPRSKrjaJ4KrRxiVkQV4qFjPZOHqdPpJLmjkFmtYhpz7jz66KNJPi/GVVa6mr5plaK4N5TpHa2axfsY++bmZoJW1PUSPZbqWY25+PQ8EpFZOpaYN089uTFXhqJtol6MefvMZvKIbnvjjTdcf8fcU9o/+nv9+nVvP57V5ubmCigvvabIuiiPvV7P74868MqVK/4cMso4t7a2nKfoHZCsjz32f9l7kydJr+ps/OQ8VmXN1YN6RDSDJEsIgQQCBxEYAhN44XHjCO+88R/glXdeekMEEV55YTZ2BAsH2GE8DwIkEGBNaELdEqIlelBXV1VXZlbOmd8i4zn5vM+92d+3+EU7on/3bLIq8x3ucO65w3nOcy54+fBMrosi5JgXRXknOPOX2kXYk06n489gni0g2zBWeT2sfE1433g8DuZ8RiOjv5TrpNfreR3BacMZ3oCUUjTQwcFBwDME28SZQCGo52Aw8PorGpwR7Sh7o9EIuEmZn1LRTZwNTKMKUK9bt24tzaq4trbmfYG2YvQ5fmNbaTZf4ykqQvvdLBzzjERglCTKxhky8Yn1FJAgzOeINsI8xggS5V7lCJOf/vSnmbblNQ10GRlA2bYrUpz3I+hzzVI5Ho+DeZ2zdEFX0e6MNFeOJOZmg0AH7ty5E7QR82AqEo+zLStylXl8NBMfI+QUVcL8XIo64ggBRfNwlILaN4zX/f39TBY1/uTreD5TxA/vr3Qtwwgv5R1kbie0B9YrLMoPCuEMY+h75RozW6AyGY2lEQu83scYhw4wqlBtUkzu6cEPGiCWspMPLpaRP25sbLgCoBNgCNfX133gajrs2WwWEPNiw3f9+nU3HggBYDg3OhTvY+i1hiNBwc3ClNB3S/FuFiqObkrMwsMWJo9VgupmsxkYe55sUFYs8BgSpyS6vKhTEl5eEGn6Tw47weSOTw1NM1ssIlqtVmC0eRCgHgxDR/kUos4hJTCseA+TW+KgDXoRWzBomArDKLVdKpWKLxhQFmwkzBZ9ibowcSP0Ec+Gzr311lt+qMDEqqprsYNEXbjyIZlOapzOXYmEK5VKhjCRr+FyqAHE2DJbHCahH/ggGPr+/e9/35+th0kseCcO9bBJ5rrzYYtOghgjJ0+eDMhVIRwGA+ENAPQvtkjScD8mWdXNCHSIF8pqC3u9nusxNrK8AFDoeWwRjQXHeDz2zY7C+nu9XkAMi/KyHYBgvDDRIIQ3EhifGjLKRJs4mOLQNCXKRFny+XwwscLGMGQadWk2m14e9DPamsN1oKNox263G6TxZOJtfKcLPd7wQUdBpB3TZ4YwM5EsP3s6nfpCTzcLbPOVuJ/TCGt4J9sMDl3WMvJBlW7KeGPDumy2GBOlUikgucX4OXHiRBDmwKnN1dbyZlAJFHENQ/FjY3HZorjT6fhBMNcd9VHSU04QgDmVF+9MmG222FxwSAjrIYT1zyybkleTKUA/+v1+QJyKtlpbWwsOazAO6vX60rC42WwWbKg4FT3KjGtOnDgRLEqZOBR/64HY0dFR4MDgEAglBeWNi25i1JHH7Yn+YNJf1IUPeBFKBR1lG4i6okyTycR/1/AUPgzV9d9wOAwOtLit0bYYGzjIWVtbC8Le8Xnx4kW3g7BpCGO6du2a11kPBjiVtJJ/VyqVTDgh16VerwcbMNjQo6MjHzcc8q+hJLD7/E4Iynt4eOhrJrVlvV7Pw0vUCVmtVr0dP/3pT5tZ9pAH+qe2/eTJk4EzkSkddL3J4dDoC9yPOjBZM9sfDRPhflf7oY5eLh/6eWVlxce2Hizy+kzXrpxeHfMmh4Oq05gJZvEb+pbXEBpCxXXHd1ibtNtt++QnP5lpD95DaZIYXsOyPnDdmapC7cfh4WE0dA3PVgJhTiSEd2v4XrPZDPY56L/19fXAQc4OIf2t0WgE4cj8Hj1I4fGMv3V+KZVKd+1L2BvoHre/rjvQrqVSKegv3jcpsTc7m3Wfhd/YVuhcx+9BG1cqFd+vY8zxHBALIea24zLgvdeuXfNxxWGxZtlwXH1WLGySdQjlxLN4nav7abRHu92O7jfN5v2na/OYpFCvJEmSJEmSJEmSJEmSJEmSJEmS+1TuKeKHieE0nR4T9aoHnAkwYynizLIwLXgEGBkDUc9ojFSa36ewM6T+LZVKgUeKU2IqHJJPj9UDz15yJUBrNBreNgqvY2++evpj6U0ZVYT6/PjHP/b6oA0U8cP3sefFLHv6iVNLbf9Go+FIDHwCxtnpdIKU1YPBIAOZ5TbO5XKZFOFc91qtlgkN4PuvXbsWnOQzaTbQE4wWQDsqmTETm+FvXMOQOzxTw0eY7JNPatFWStIHVMa3v/3tAO7ZbDaXpu/jsD3+Du3CXgtuR4blwlOnsF6+nr1ksfA7/KYhdgyNRZ1RV/b+KUSSPSzo5xdeeMHM5sgieCjUi8cIObwP7cEoM3wHHW+32wEihskcNdQOwiGEetrPtkVt2iuvvBJ4cBgCCjJpDjXCcxQxOB6P3QuqBHSMWEO7MxIT16nnge2H1plTUEMYmcDeca4722j8jT796le/GnhNGWmAsYf7YBdu3Ljhfch6qCSHmBMYnRODqkOY0BT10rDaGMknQr5A1s76of3M6CMNfyyVSh6ipaFNR0dHATIDaLvj4+Ogv9gjy2leUS+FtqN9Dg4O/D06JhgRxogd/KaE7CjfeDz2sAidzyaTieuOhgeVSqVgfDGcW+cXHoPqwWV4On5j5AMjRcws44lXlCqnt1bEGqOCmJjeLEsCq17eWH/p+oDTnuN6RgYojJ3DHvAddBv9xkkOIEyKq0iCo6OjIDU22ozT0SosvVwu+3W6fhmPx74uAAqOPdSKemF01LJwYbOFrqAfENq6ubnpCGAmz0SZ8EwgdMfjcYaAk8s+nU6DcGFGvPB1Zosxn8vlMuhBrjuHQSt6d3V11ftV0bfD4dDXfSCAxvv7/X5A4KyhEdwOjA6E/nEosVk2XAprotXV1QAZwGF7EEUFHR4eur3n1Om4VkPQ8ExG4ACJhPZZW1uLhsziE+0PvWA0ho6J2PypKNB8Ph8Q3A8Gg2C9jfp98MEHwThB2XO5nNsZ1BljYnt7O2OD+Nmj0Sgg3EZZOBxaw29iaHIWRZ8zikMJzBlBpbb23LlzXnYI9On4+NjLrnQZnDYe7+FIiRi6w2ze1ho9wWspvFt1djAYBGFSjEaBvVJUbLfbDewvz6fQNbRnsVj09tMkJ5z8QonEeZ+qKL9qtRrYJLQLr9d1Tc/E4IpkZ+QrPmNJdHguMMuG/+J6nltUD5mEGoLf2u12gCjivQ2eizUTkz0r4hjtf/r06QCJijpwZJAi3Xq9XlAWCM+DSi9RLBaDNRfvXTS6gNuF0U3LJCF+kiRJkiRJkiRJkiRJkiRJkiRJ7lO5p4gfjhtXsmSOa9UYdMhkMsmkBzSzTOwwTr1wgs1xcOq1YO+Cel05RlR5VhiJoLF3iAG8c+eOexU09o/JC5m3BieNTP5lliWu1FSrzNMC4TZT7xbHXqON4NHi00hOVWi26CN+lp4Qr6+ve19ovzF5HsoLT9Pt27f9VJy9onpKzR4L9J1+ciwu+gv9d+vWrSB+mz2fqD8ImMHHMRwOg5NaTtu4jAh7Op0GnlU+lVVCVObmQDtAJ8DpYrboC5z0MvFcjKxMeUkgjJZhsmqz+Qk/7tM46fF4HLwP/cdothgxeAx5hmfjPfBEMucB9FD5JyaTSeBVu3LlipPgavzycDgMUErM66O8M3j2jRs3PM00rmdia0WtMIGden7xjnq9vjSmnAksITyG0VYvvviimS3IJvndSuzL33FKaEXEwGPBnmZFKwwGg6DdWZ9V57j/1NPDdlEJJYGKMAt5CDg+G94/TW89Ho8D/c3lcgHqk9OV6vzC71+G4iyVSl4GRWGVy+UMwavZAsn06KOPBrrNSCg8C33EbY35hcclygJPvfKu3M0bx+TJjPJR28cE4SgDPjlRA6dYNsvqnKIFmINB09uztxzPZO+d2by/UU6UAfW7c+dOhkCVhVOOK/9Bu92OenKBtFJv+cbGRkCEjXbkdQTKiToPBgPXc60z2pKfxX2kHH4x/gOg/dh7rsSQkHa7HaCPOOFCjKNGvYvMdaL2kHmwlpG1x/huIP1+P0hTj7K0Wq0MhyQ/G+U3W3jemVsMayC1P1xOHTfNZjMzB6uoXeR2UOQZ6mZmAUqn2+36b1gz8fyO96DfUL9CoRBwQrL+4z0//OEPzczsiSeeMLM5IlsRZIxy0nU7Ezkz54VZFr0LRA3QUczNFktuoGtevK/RaDjvEvNroQxqw2B3GF3JbWu24Gji3xhVrOhU7m/lIuNPPB9IHObZYr42roNZyJuyu7vrdWYeGLO5vdMxAZvGSA1FDfB3Oh92u92AgyiG+lcCc0Y+4Fmw//v7+wEvUWy9w2nr9fncVorM4iQYup7ldaeiiBjxqWggtieKao3xTmradL6eEWtmWa41CPMc6bzL/abzBJMtK3cR8+lCeH5i7kMuQz6fd7sIuwE9ZmS/9jfeyW2D3yaTSYDKhO7yXhafvJ9Ufi2O2tCoieFw6L9rMhfmH2RbiXpyEgRcj/IqYp6RU9A/JC3hftcxzvctmz+5PdB/aCtO0KB7hxjxdkwS4idJkiRJkiRJkiRJkiRJkiRJkuQ+lf+VdO7D4dBPgnE6iJjGarUanDYz74IiTXC6zXHc6qlgZAbzYfD/fJ/y7ZhZwKsxnU6DGHs+2cfpoKbZ5Ps4qw/eyWgSvE9jY2MnvXpCzN4gjsNGPf/lX/7Fy8PCHqrYSSXKB64e5mtQdBS8hZxlBMJ8Kprph9tD+7JYLAax4BznrnwYQGFdvXo1QEwx+kNZ94GieOONN/yklbkozObeJE1Rzl6sWJpLvENPtxllpjxP0D325PIzNX6bx4iiXjgrhHrF+DkaH82xynqizF4P9dbifRzrqhmFjo6OvAzKv7S6uur9regq9hqiTG+99ZZnPdE4bhaMVXg8jo+PgwwW8Fi+8847XnZOo4prNRsH25plHtJarRagATnLheo2j0V4MRTVxpwbsIutVivgYuGMDGgr5j3BNdrP7IFQ1BekUqkEPBeM2lMuFvb4K7LowoULwfvwyR4qTvvJ19Tr9WjqWeUnYg8a84JwHVjXUB/2ACtCiGPuMXbQVkCNHh4eBp4ptPHKykqQcpntjno8uc6K8OQ2UI8We7NjGSm03dn7hHt//vOfm5nZI4884m2mnAY8z+D5nMEFdVGvKaOKlOuEvYWKpGG0DvpG0bHM6YQycWppzlSHa9ReQ+cajUaA1uWxq2mweWwoWgDXMneDci2Nx+Ng7DGiBuMMbcTZUFFOeCk5u5GiBzhlvCKjzRZ6pLwp0+k0yJjG87SWnT2Xaovwub+/78/kdkfd1fYxR0cMWYS66FzMqGa0G9annKlN536e89V+cLahGNea8sBw9ligkIGWwTXNZjNAbfA71GvN9gvrImQzffnll72eWOfgE/WsVqsBIg9t3Ol0vP1h33jdBKQcc0dpG/H/OhewHUIZkHUPa1HmM4FAF6bTaQZNwr+12+1gfub5TflTYlntMK7RHvv7+97+mt21WCwGdmc0GgVrXeYBQhbAN99808wWfTIcDn0MaOa0YrEYoJxY/7XsjLBRdCXP18q7yeszPB9lAdL/6tWrAUcj2xNFS3IWPNgUnmOxfkO2PV6b4N2afbbX6wXIYUb8KEcPrtnb2wvWszw/KZ8d645mFuT9gXIhYmzUajWvF/bJpVIp4NNhXjVFR3FdNMuhIoBYYpkleZ7Fc3Q+i3HuKCqlWCwGewDUj3mlNHNgr9fL2BmzLPIH1wNNFYuo4Igf5ZfjsavRCLEMWboGGI1Gbk+Vc63f7wd9whxmynvKZw8YL6gz21NGm3N5x+NxsBaNyT09+IHwZgkNhspxOk8NRWE4nn5Op9MoTBPXaEPxAkpJbnlRrYtFXNtsNjPpylmq1WowkaDTOp2OKzQ/U9+N63mDrmXXQxuz7GGZ1hn//+d//mcwYBkqr8/lBQraWFMMs8JxiAaere2I98cODcxCyOLdRKG7ZovJiNsTuhaDyC+DQ547d87h8tgUYEAyTByLpNhGViGdTEDHadzN5sZV2x/wQe4b3qTFFpm4RheUvIFQ0kceEwrlRGrt/f19X3Rr+BjqzeVjo6cHbtwuWNwCes7EuXowojaD3zubzTyUBmlbmVRRYfYMQ4UoOe729nYULm82twM6qePawWCQ2WCYLQw8L2BRJmwuGMqsxHD9ft//xuKAF2kaisnpJDnFNcqEZ+mCl0NnNWyMFyEQDYvh92G8tNtt71dsFFkncC8OXVkHdUPP5dbQJk4Zqn3Dz9BQqH6/H4QT8j0Ki+YDI9QHOvfqq696GZbJu+++G4Sr8oZYNyg87jSMjuHsMXJb1FPtLurJDheeR3VuhF3kRfS1a9fMbDEnDIfDYPxz2DG+08V+r9cL7BSH3imkG+1TKBSCBRsfhOnClxf2aqNfe+01M5vrrBJ2r6ysBATi0Inbt28HoVMxgmnoKh+KYD3Acz7agGHhKDPqp4TgHLqiziI+xNLDHSb/hn7g4AEHw0w2jmfhe/6ODwTQNmq/h8NhUC+ee/SACXaeSS3xGw7gzRbzAhPsoizqxOIDCJRZDwj5MA9rGg6hQF/gWWwTY2Tv6njCNaz3IIDHtWfPnvVDE7VlHEKo/Xx0dLQ03GE6nQaHVmirmzdveujTO++8k6lfpVJx/dU1SrfbDQ4CcFB16tQpv483Mxoiyo4MPfTjeRvPR9+jzc6fPx84QpkyQO0bH6DpJpDJsmN7BjxTQwEREr66uhrYMA73ho5i7E2nU38+ysBrJ9YHs8Vhu4Yucb0Gg0EQIspzlh6W8zyNORS/8fyLMQvbwPZA1wr4PHnypPeTEufGDuwmk0nUYWo21yvdmLMzEbqtlCGHh4fetmw3cI0e/HIoMcaAho9xwhAIr5O077l+qh9st/RgXNdbXOd6vR7YGw65he6gvXEwy+sddZjzwaw6YVqtlpcn5vjTUDluV3Xys3NLHXLc/7o/ZhuoxNs836o+1uv14BAJ9zFRtx448zM0JLharXp5MCZ4z4z3oK5og3a7HdgdzJm8blfC+mazGezdeN0fOxdQSaFeSZIkSZIkSZIkSZIkSZIkSZIk96ncU8QPwy41TS57wuBxwHeMblCyXyYy03AuPiVUqC9D3jVEDKfBjBTSk1Q+6WWSMr6Wywnh+uGUtV6vB6ET7DHVU0sOMVPIIkN9lbALIUOXL18OwtO4LnxajDZCnbWcjI6CJ0a9QrF04yhnt9vNoDX0+hi8PBaqhfuhD+qd4ZAyRXtwuAgTJ5rNvV3qXceJ+fHxcYA+YbSZEvhBGH2AZ8XQ6P7DAAAgAElEQVRShP7kJz/J3M914H5XSCWHDerpeyztop6wl8vlgFCM0Rvw5GnoUD6fD0h7GaGhnk6Ms9XV1aVtxaLhQZxGm0/mFeXE0Ez1guJZa2trDhXFNfAcnTt3LoCyon7Hx8eBd4y93hgLEPYYK3xYUTD8PkY04DrAvzHuDg4OvE/4vTGUDNpFww4gsRAIRoeoN4j7NhbihfZB2yCMCygWJlZ+7LHHzGyBmrl+/XqQvhnjrV6ve9+gvxiKrkgmhtSr925zczNAsbF9w/hX+9FsNr3vcT3ITK9duxbYQR5L0FGMM05frLad0Q5K8s4IEkWxMSIwhvRB+ygykRMfqOeS4fnqfWIPKXSVvZM6V/FzODTUbNGnMeQUjzPUEe3CsHi1RYySwHeMHtT3oXyVSiUIYUMow+3btx0hAfvI6D4lAsZ9bO803I/nW60DC5CCHFKoKFDWeQ7PxvVoKyY6N1sgGDY2NrwsuK9QKAQ2LEYgrGmLGf2rhNRM9I86IOR2NBotRY0eHR0Fcx2nEdYxD91rt9veF5rW+sSJE97fQGZg7baxsRHMfxxWq2hMJr3nVL+oF8KWIEh7fvLkyWB9xF55nXM4fAd6iL5kQf05FT3KqSgiXtdqOB3PEdBf6ABswMrKSia8wSy+HmAEioapYT6r1+u+bsD7cM0bb7zhYV8cCoV2QZ3Rl2j/UqkUIAQY4RKLBDCb20egWIAIYzupCC++X+seQ1cy8k/1llFPQKJjLc9JZzRknwm/GenK5eO9jSIoK5WK6zbKgPZnclwOu8H9+BvjmVEqimiZTqcB6TSj/HRO5WQHimDi/Ziux3hvpYkS0K5shxWlyiHSSkPCkS3ajhzOqElZZrNZsKfsdrtLQ984SkD3qdVq1d8DHUVb8RjUBBLtdjtYl0IODw+DJAAoe6vVyqDl+JMpNXSvN5lMvL90/c5h5dAvDt+D8HpJ3837W9htPIPRtMv2IUwbAGF0oY4XXufDDmJ+xrMbjUbUbuDZmpiB7YmGYrLuKFIuJgnxkyRJkiRJkiRJkiRJkiRJkiRJcp9K7v8l9df/V/L1r399ZpY9sY2RiipKJuatUqI1JgWM8QCpp4z/19/4OZqqmT2BigzAqelkMgnSCHMd9FSWBSeGeoKIe2Pl5d8g7FWLtbXWJ9b+moZ4dXU1IKtmsrO7lU85fiCxOE72sqi3hcse45jR72IEvxoHnsvl/BRYEUNMLKacLFwWbWOulyIu+GRZr5/NZgFXTOxUm+uiuqL9ZrZAIKCenG5XT49jnua7xTRzLK+OQfYaqteePWDK7cFl0fTPrF84DX/88ce9LjhFV0+KWZzQF+WN9R2uVc8Be190LMWI7hTJx+2obcaeVdQP3EcnT570/lKeDPZKMEJAxzMjXdTLyH2rnjZuq5iHAqJx0rH01NALeOC+853veLmAYACiqdVqudckhlhRe8rvj81vyv/ASBBFDXA9de7hNsNY40QEZnOPOlAT6ukfDoeBrrBXR9GmPPbV+8/jlfl0uA6xBAiqe9weXB9tD+aH+sd//EczW6AcCoWC96vyORQKhWhiBbxDxyCXRXVVPa18vV7Lv3F/KxKY+TuA5vzLv/zLTB3MFrrJ6CWdH7hcqqPsada5kfVLySm5LZZx+LEnV5NZPPfcc/b8889nnsnoLHhB1Tv82c9+1tsD3l7mc4ihe9XeMJJEf2OOMPaW4jv8r/aNUT1YmzzzzDOZZ586dcp5w5h7AXVQrynPSzo+uN+U2zHmeUcdeC6Oza1qU3Bfo9Hwcr399ttmZvb973/fzOa2E9x7uA96yXxvOp/x+kqRUzGOwdgcqbaWiZ91DLKu8phXtD/+b7fbXkegLjAPfvjDHw7IdxnVovM62zlFDfDYVz4Sncv5fTEEtvZ3vV73Pv/GN76RKefGxoaPOSBfNzY2MkS3/L5Yf/G8tmwPF1tb8+ey9Q7zbKGuWJ/dvn3b52fYBubU0z0R8yg9+OCDZrZAXPFcq2tD5hiM7RFRLkV+DIdDtwPgxgRCrN1uZ5BBXHee+5Ujr9lsOioQcxzbZTwTfJ/4/9KlS/bwww+bmTlPF6+llu2JuB15HluG5Pi/oeR1HQGUtVm2X7nu/X7fkVmoK9bYa2trgd5DcrlcgJr5f9nbMOIK++hf/epX/j/6EJ/MB6QE98x5hO+gc5VKxecvjE/Ma5ubmxneKS5nPp8P2vlu68zYfl/XzLz+gOi4M1voE/rj5s2bwfkChG3LN7/5zaXQn4T4SZIkSZIkSZIkSZIkSZIkSZIkuU/lnnL8cFoy9XpA+HRbvSwxLzmfvquXL3biDeETOkV0sKdET9iZmwjfwfOD07tutxt4Fbgc6i2JcQKxJ0Yz+8SYxvX0mFPnQWLIjNips6abZ8Z3TcccQwpo/8VO9JUfie9jb7eWndn+Y8gCPanl96GttE/4hB19yR7IGNoL1yxDJsXahnk4tOxcB30Wo5a0XuPx2E99OTUo3sG8WmYL70y32w08WKxXeqLPqBuN0+W2Us9ZDN2mCB7mztBYaOa4gnC2Pz1N59S4EPXEc3nUnvDfHI+tfEjsGcS4VP1iFECMi0i95ewlUGQAIy60zHyNIlbYTqk3mdtGr4l5l9hexZB0+kw8g73s6uHndlQ7HEN9qf4zOk0zi8WQnrFy8mdMp/W3mCdL+wkSy7zDY0HHP9sFRRhxXdRGs34o7xLXSds21s88plRHGW2pCENIPp8Pns/1U88Z29VY/+I5eF8so5zWmdsqhqiD6HhZ9m48U1OlxpB16tXM5/OBjvI71F4pbw6/J5YlRu3BcDhcinB++umnHYGm6xYzC7y10L1WqxWg7WKZd3juUcSZXsPCfILKLcY8RerdZbQO0C+f+9znzMzs3//93/1+oCnUxjDfSkyfNZMWo+/UK899qfrEHJTaN9z/itLhsQL0ADI6sW3RFM+8jtBnDwaDAKHC43WZjbjbOI2h57gOMW+5roFQlgceeCDga0O2HK6r/s96tWx/YbbQX6wjyuXyUrQ6Iy10PoulYGdBvX7rt37LzMz+5m/+xsyyugEkSbPZvKu9V93k9tf1Kbe1orC4Lrrfid2nY3Vzc9OfgTEIdGC1Wg1SveOZq6urUR4flEXXMqwzig7kemiW1ul0kR1Ns+ExykZ5TGezRQp7iPKjcbsw4hj7WrVb6+vrgY1AuzBvjiJRGV3Cv90NnX23dY6OVdhCzqCtnIsrKyuO7ALfGHPWLRtfs9ls6ZqS0UeMpjKbtxnz05pl0ZJ4BvqL+X+UE+v4+DjKQWY27xPlu8K1zAG6LOKBy85rV7XXPBa1jbgf9X3oj36/H3DLnjx50u/H3I2xx2tsjhBZJvf04Aed1m63A0gVwxsVCh4L7YlB1RUuG4OvxwjUVFE5nbN2KEOEl23O+v1+YKh50lW4MpdHFYcPcGKb/ljYEkTbjxc9qmhQJE5ppyED0+k0A+s0W8DleCJRA89kk7rIjYXcxSZrnsB0ERY7IFGdYSih6gcfGmq6Yw73i21idFHAG9pYmBquVdLqGDRQ6879xhOY6rRC61n4oHDZJisWysMGW8vM9Yz1HZ4TW9Dgfj644c9cLhcYe15gqj7FYJfcJyBYUx3l9lC9NwtJv2PhXBC2SUrKyHYrdkCK9+oBK/fpsrCRyWQSpCTlwyC1tcvCLCG6kI9BymPpL5eFA8RCy/C5trbmacH12bGFEB8CqM3kjXNsDKhu84FY7KBe79P24DpD+BBQF89sv/BMDoXCM2OOCHzqYp3DVGKhHfzJ5eNNno4JPshVBwPXWRfI3F+xMEEtFx9A320O0DaOhUTF7lGnDZdT68xzLerA6boB9Y+FKC0Ln+br9D18oKj9Np0uCL5j5OvLDmmZbFKlXq/7AQLg/YDUsw6gfNg8NRoN3zDwQcmy+Y/Lq4dxd3MwsO7oGmXZd7gPz/jQhz5kZmY/+9nP/B3a97Hwg1jYZGzs4D7t53K5HD3YwzP18JQdEWq32aYzkayZ2a/92q+Z2TxZB+wGk8LjPrWVCKFYX18PHBGxQ2WuK56D3zTleD6fD8je0a7tdtv/RjkffvjhKAG22Xwzh80mwnZwEMSbTl1X8TtjSVJU+BolW+ZrlHyaDx3wG6+DIWjTT3ziE2Zm9k//9E9eT/yG9qhUKkG98Hnjxg0PccE1TBSriW5QlkajETj++PAxZm/wiT5UMl123uA9qEu32w10FeuYzc3NYA3ENl4T2MQccbyZ1v5kgl4l1cbhwu7urm+U0Z7Qr06nE6y1eH2l4fW8f0TZ9ZpareZlfumll8xsEbrIbaOHt9vb2z42QNhdq9X8d7XRxWIxWAuifL1ez+086sxrSbQ33oNQ0YODA28PzAF88IO21VA7Xn/o4Rzrm4aYsrM/1v6osybYOTw89DEYm1NRPw4pQ3lgU6AftVotmKNQhuPj4yBUH8LrCJ2vuSx68M9rKD34ZIet2mN2wuATfVwqlQLnVExSqFeSJEmSJEmSJEmSJEmSJEmSJMl9KvcU8YMT0V6vl0nzZ7Y4BatUKkFa9rudzDOSRE8M2fsU8+7ifZBYCNAysk8+ddbTcfYiKWSa0w+ztxzlggcghm7StNHs6VRiMkaHKASUw2G0zv1+37052v6MKNCTSj5p1JNNbqvYe2PhQIo24GvVK8xeW0UWcT/oe2IoCq1frVYLPLkxD7WWdzqdZjz7Zln9UN1hZI16fJahaMzm+qTpD9mLiufHSMaVOJRTES7zmDGKRdFHTBgdQ83ETrwh2h6cYlTDfDj0MOYlU0QGPg8ODjLkrVx2hl3CJjAKkck58Z22MYTHmXoQ2UuJ9lA4ar1eD3SUU9OrDUNZ7ty5454bJrfTevH9ihzh/tL+ZRuqbRsLj4C+c3+jzhoKy3rFYw9lAwRZPYqlUimwp7GQNJRpOBwuTdnJKA8d64xWAkxb7Z2WWd+n7VipVPz6ZWFMfD2EvUE6ThkppAhA/ptJ+Zc9k71j+C6WGlpRQYx80PTIjK5E+8HjxnXXeY2fpR5FDi1TFAAjRPU5jOgF4SPbGO23tbW1wG4wilFTT/N7tU/u5r1m26LoNB6ny8I4CoVCEJbF5LoIhfqv//ovM1uQRg4GA38mvKGPPPKI10nXA7Hwei6v2hT2bC9DMsXqGkOlqE0rl8sZomczs8cee8zrpesweG2Pj499vQM9xP/FYjFANXA6bCWKnkwm3kawVyj70dFRZv43W6z1GFmkhNvNZtO96iAoffLJJ81sToKP8gEhg77sdruO5FKkp9kC/cOheaiLriNQlrW1tcAGvv/++/5sTSeO8c1kq3/wB3/g73v99dfNzOz8+fNmtiDH3dvb8zq++eabZpa1VzrG0T48b6ruFIvFIEU865PqB57d7/e9rtAL3jOgrpochOcSPOupp54yM7NXX33Vr+O5C/2DvuFEHCgzECOx8G5Fy5w5c8b1AvaNRW0z/v/ggw+C9N6MytI6o/1Pnjzp7Yf+Rhsz2TV0CGNkb2/PkTdcB0X3oQ71ej1oP+5v9I+isHjfqfUqFouBvedwao2aYBSYomGB1qnX6z4+YFswhvf3970vdbxdu3bN0c8gpd/c3PS+VNTieDzORGyYLcZlp9NZimjc3t72tsJvGG/r6+v+HrQ7p35H3+E+jJFerxegPtEP9XrdxzH6gdewivaHXh4fHwfrDoRINhqNYI09Go2CPXls7wV7xUg+HRNMKg2UHfRdbQa3LcKOm83mUuL+0WjkfYP5CIi0O3fu+Ps0ymYyWSSPwnfb29tmNu+bGMpdJSF+kiRJkiRJkiRJkiRJkiRJkiRJ7lO5p4gfPmXl1IZm2ZM/PWFkrhr1cuPUjePuYnw5GlMIYe4R9VDFvFY4LWy320vj89hDi5Np1KlarfqzGPWkSBNGqqiniD3V+A2nquwpvZvnV71qjKLBaa6eHLIHEtfjvYwS0VjUXC4XxEkzia/GxnL9lAuHSQFjKQU1rpQ93IyM0DaI8ayYZWOa1UtZrVYDjyXK2+12A/1APYfDYQbRwp+VSiVAPLAnXD3TXFdOxWhmmXSz6oFhFFzsFF6RBIw40RN59pKjHkoMXq/XA88te5CXEcXmcrnAq8N6ycgKPFuJ+9iTqx5LENhdvHjRnwv9gE3Z2dnJ1IPLGePJiRExY0zh/2q1GqSmZK8mc69wWRjRpF6o4+Nj1wV4JRjVoHHjTKinns4Yl1CM5D1GIKweJniMd3d3A7QY2yiURcnDj46O/Dp4QaAT7XbbvWjqcS6VSlEONHgzMb6gAzxe8Ex4UkqlUuAlZLQe5jFFaLBXR4nL2bYzSS2uVfvBaBO1gey5j6G3IIqqYvQMe/3N5u2O31E/JU00W+gvfmO959h6vJ9tK9+/ubnpuqJzCXvQVff29/f9GUwSbDa3lxj/aqsZ+crzM65Vvd/Y2AjQExhnv/zlL93LB9vCfBwog6KVWB+VX65SqQQeavzPBJYxXjSURefrfD7vdVVUbLVaDfg7gMZgjglGi+i4RL9vbm4G6EpGI6v+sh3leZKfWalUlnozi8VixraaLRA/b7zxhntScc17773n9+GZ8LKjT3mtiLIDzbW6uur2hnUbcwc4F/Bbp9MJ6oo245TtOgYPDg4Czgb+Xz3bGD8rKyv+Hew+5psbN264PuL+L3zhC2Y2R3gBLfDP//zPZrbgFGq1Wj6+XnvtNTMz++hHP2pmc4TBMp6tSqXiCDLcv7W15WgytDue9dGPftT74OzZs2ZmGVQWkEyc0tlsbscx9nStVi6XnSAadUeb9/t9tynoN/RNt9vNrH3wLLMsigj2Efetr687KgHX//7v/77XF+sBjmDAd7j+gQceMLN4f/MaBW2FNmI0AMrO6DK8D78BecJzFvQc9UOZarVaMC+hzS9fvuxtjPshzWYzQGihTI1GI0AP9Xq9gFcVv/X7fS87xiCjmXX9x+2CPsR90EtGbuN+jBdGzcT2KPob6l4ul+3SpUtmZnbq1KnMNbyvUKLebrfrNpbXvOgfjZbhBC9sf83m6xeONjFb6L+ZBQgt1iVFNLPOgUctVgfog0bnDIfDYD7CXDSZTAK+IPyfz+d9DkG/MSIb5eP3oAwYU/jt6OgoQFVCGEmDazAGh8Oh6wPGON7BazUI2qpYLAa2iJGAsDfQS/w/m80C3kfoKq/rMDaAnjx16lQ0YZNKQvwkSZIkSZIkSZIkSZIkSZIkSZLcp3JPET/sfcVJn8ZcHx0deZwyTuTulvKQURs43VPPKjN/owzsgcPpnnprV1dX/T6coKKcrVYr8CJxFgWcUMITwFwwelLOLPrqZWdPp3og+Tf1hDF3AK7H+46OjgKuB46nxcmielYZPaB8GuPx2E85Y6kx0d8ay86M6Oy1VW4TRm9pJiFFpXC9Yhna1IPGPDKaoeb4+NhPnpW3hpE4QAagnuwZgV5Cjo+P/fRYdZVRCoqSWltbC7xcfDK/DLnGbcSefs0OwAz2HPtsls1YwLHnLBzfi/HFiIRYBjOzuV5yLC2/r1AoBN5Q9l6rfoxGIz+RRxnw22OPPeapjBX99eSTTwbM/N/73vfMbG4/UGd4tPg0nvl0uHyckQyeA3hKptOpvfvuu2Zmgd3qdrs+VmE/ND7YLMyssr6+HozPp59+2uO28XwgXOr1ehD7z+OGkUR8fz6fd8/LxYsXzczspz/9qZnN9R9lxm+w35PJxPv11VdfzbyPvcLqhcrlcgFqA+2/u7vrthZeMrRBs9kMeHyGw6HX5+bNm2ZmGX2BrsHzwvHViLdH26JvT5w44e34i1/8wr8zyyIKdJwxzxbqgzrfvn07yGYSy9aiyKlYWlceI4oq4Uw8HItvNke6oeyY69APXHbUHW1XqVR87sCzOIUsyggkAWdaQfmUyynGuYNxw4gwbeuVlZWMXeNrarWae2RR91/+8pf+Ds28s76+7nqPZ0GPd3Z2vC9gU65evWpm2TXGE088YWYLLoVXXnnFzpw5Y2YLDyfe0e12/d3IYsJeSkZYcRs/8MADAcIQKI6LFy/ao48+amYhSqHVavmYQLtgzG9tbbntZN4noAXwiX6/cuWKtx+83UAP1ev1YM5mlALGMdqDPe+4D3rIXA/QJ+USYe8p+gTokmKx6HYHAn1st9teBuWnm0wm3n68VsB3WC/Cjty6dcvvRf9iTmg2m8HagpEW6HsgY9COly5d8iw8zz//vJktUE7PP/+8PfTQQ2a2sFO4n7l60L/wGD/55JOOdvzkJz+ZKe8rr7ziYwnt/qUvfcnMzJ599lkvJ9oMwugjoIi2t7ftK1/5ipkt+gJ6ePLkSddDTet+48YNLwNQbYz0fOuttzLXswefuYDMskgo5fVTRDbfB3t38uTJINU1r2vffvttb1N+X6vVyqz9zbLZyvBM3uOg7JwFE+2IsirybzQa+fPxbkYroQwxTlXNBgbhORy6g7VvvV4PeJsgpVLJr0eWKG5zzRbX6/UCNBtz4SiHGSOdNQssxhTbaN2HcIYrtAvs6f7+vtsglRivJfRydXXVxxKE0bR4N94Dm9br9Tx1N+xqsVh0vdO9FGd/jGVHU85LziCI8qAsEM6urSj+M2fOBPt2Rspq+TT6wmxhm3Et7x00wmVtbS2DOGOZzWauM4weZ24psyziRzMacoQO7DfKxdnweG/H5ex0Ohk0PLfLbDbzftX9AWfBQ9sg4yZzt6qtns1mASrq6aefNjOzn/zkJ/bggw/a/03u6cEPh5agobDQwqSUz+cDKBYm4pWVFV9EcHpHs3lDY8BjAsFgrVar3iGYJPBMDv+AYCAyeawSX/LBChQB72XyQrwXsre3F5A2jUajYNPJISWcOpDrZRZCwBnaCmVSKDnDDNXo89+xAzHdhDM0lqF5fE2hUPA2RZ8yTBGDC+1y/fp1L5/CrpvNpt+rh1aDwSDaTxD0U4wIG/XCoh2b44ODAy+XkhZWKpVo+myzuQ6h3aGXGKyHh4e+sNFDm9XV1WCDyAc66EPWS3yH62GgcrmcvxPGh2GDGiqEMvX7/eCwi0MTGJ7Jn71eLyBd502rkgvjvQwPVaK8SqUS3IfP1dXVYFEwGo1cb9G2aJ+joyNfpEA4DAl/oyy4djQauZ7DbmAxx+0B4VSmSuDMoS86YfHBseovL2JgwxTK32q1/BmoQ6FQCA5NUL4nn3zSdRQHFqxXeAbegwUbH16DkBObmOl0Gowz3N9sNoOQmtjEivECHeINt9rV/f19X1zp4cvOzk6wENrY2PDfmUDVbN7f6hjgQ0b0HTY9GC9McqttPR6P/W+UgX/DvMcLILxXF7VIC7yzs+MbWNzPi2h1RKCtDg8PM6FkZosDAV5Y8kGdEv0zjFvTosZg6boI3NnZ8XdjoxgLScUhGx/m6SEUZGNjw/WJ09/ieSi7Lt75kBibLQ6lwljAIciVK1fs4x//uJktNsV4ZqPR8LKijaCXDCH/8Y9/nCnf+fPnXQ9xIMNjC+/DJhIhSsPhMBMqZLbQ53q97hsv9A3G7oc+9CE/0MYhwX/8x3+YWXbxjcUj9PmVV16xj33sY2a20N/d3d2ABJbXAxpqgb5dW1vzvtTD3vfffz/YbPIhCBbm2Bjh/lar5W2jYzCfz3tboT35IAfvw5zHYRY6r0N3G41G4CRiwdyBfrt161awRuPNroZWo171et3frTbpk5/8pOsaDtnx3j/8wz+0b3/722Y211uzhT1+8MEHvQzoI9T9r/7qr/wZvLY2M/vyl7/s9f/Wt75lZovD116vF2wiMaYeffRR/w3996//+q/2jW98w8zM/uzP/szMsiHIECVInkwmfqAFvWfCXWy61enWarV8zDE9AcqL6+GYQdmfffbZjOPNzOwjH/mI36d0Cky5ABuBMsAexAhfc7mcOwvwG+sj+k5DqEajUXCIwck+tHzs+EPf6/plNBq5bcaY5UMADbfG/+VyOTjwYQeZ7nEgH3zwQTQJBm+ezRZty+sq2DxeL3LID9d9dXU1mBN5jaOhx9zvuA8HMXgmH5iwI8hs3s+wfbgPuvDII48Ehxm4/+rVq8EcPh6Pg8NFtm8a3oa229vbyzhBtMzY5zBxNp7JTjmzxRpvMBi4fsDmct+q05ifg3ejzmiflZWVgLic23iZo4CT6OC7mzdvZkK9zbKUMpiz9bC3Vqt5mfEs6DbvK1SY5kSTl3BodWy+wN8Y10y2rXsoDjFjJyDawWy+F4g5/1RSqFeSJEmSJEmSJEmSJEmSJEmSJMl9KvcU8QPJ5XJBejZOg6uQOw6HwamgekNbrVZAvgT0Rr/f9+crEddwOAzSzuGkMQYrZWIsRcswDFgJi1EWToWsEDqzxUkjewTwLE0nyaRjuI9hzkqWhftWVlaCkCE+hdTUwpqmlq+JhQ4p9JTJq5U8cjgcBp6eUqkUkCMybBD9g/fgmvX19WiaRm3jmBeJT5BRZrQVk4tzOXu9XoZYkN+3s7PjXknoDGDInU7H34f2gJeNiXOVfIxTgCsMlt/DJHXocybIxDXL0hPOZrMA1cPtinbXsMvxeByQ93LqU7wH4xrX9vt9fwZO5plkG6f8+l4OCYTnAZ5Ps/DUnlPqAiUDL96VK1fc2wHd47AqtIcSn5fLZR8XGgLEkHe0LTwlR0dHQUpdvP/EiRP+G/qbU3kqsg51unbtmrcVkJGTycRJNN955x0zW7T/wcFBQBaO9zEhrZKz9vt9f7ciyhqNhrcfkAQg6JzNZq7niq5iOwedAUqh3+97/8JWAJWyu7vrfYjxhTodHBx4mZnQFp4r9bxXKpUgrI3tNhNKmy28T++++64jJFAW9B/rXIzcHLrC3mez+ThQElKgY/v9fmAXOVRUPZeYM3d3dwMCcowXTlWOet24cSOYAxjtCB3AWALpaqvV8rEDfeewKYxxfCJc5fLly65PqCunlFXoOds7eNPxG9qfyR8xhoCSunPnjqO/FPXLKBF4sQ8ODrx/X3DPi+oAACAASURBVHrppcz1V69edb1QRFiz2XQvMNqIwwsxVnVOvnr1qn3xi180szmE2yyb5EBDVvB/r9dzJBfKi7loNBo5cgzXM7oTtgzjBf1+4cKFILX566+/7uMDfYln3b59O4OYNMuGEms6X+jA3t5eEPYBfeTU5kDSXLhwwczmCDHoAPoGIUTlcjkIyUFftdvtAF0JG1+pVDIhimhbM8uEcDARP8quKOa1tbUg1AJ9xKmuGW2H96LO+A1lWVtbsxdffNHMFrYS/XHr1q0MgbWZ2W//9m+bmdmPfvQjHwNY1/76r/+6mZm9+OKLAQoAusup3vEs9MPjjz9u//M//2Nmi3UibMv7778f2PY/+ZM/cUTSs88+a2aL0M98Pu86DXQfxsYjjzzibatUCxyWr+io27dvB7QLjAhWqgQgWW/duuXjH30PtOXp06cz49Esm2QCdcY4gD5/5Stfsa9//euZsnP6bE0lzQgZ2DU8m0mkYdtxX71edx2AvnJadgj0nZ+DeVb3L8fHxwGRPqRerwc0EZjnObkKnol25FTqHOqPNoU+Mbpe59JYwhtNr14ul4P7OH0265HZwn5vbGz4+ERfYo3DiBOMdeh4o9EIiKnx+cwzzwThv+iHtbW1AA3L64gYVQWT43N7DIdDfxZsLNrjlVde8f5C/zLFAOrKETBoM8xj0Bm09d7enpcFv/FeEdcpSrjf7wf2EfeNRqMgyQTKdP36dV/f8DoL/YP2hn1cWVkJaF8YrYM+1JDzzc3NgC6DUUgoM+5HH12/ft3XhngWysZ1ViRarVbzZ+q+hImmNTrq1KlTQZRRTBLiJ0mSJEmSJEmSJEmSJEmSJEmS5D6Ve4r4Yc4XTZHNvC2KiOEYN5w04uQbp/Hnz593ksQYMbDGyKIs6+vrfrKI0zN4ON566y33eqj3aWVlJYgj5JNAPQVmT6uSqh0fHwepalEmJrNCHXBiu7q66qfE8NLg2UwOBcFpKXMK4cSbT5OVh4e5iJRjg9FO6k3GSeX6+rqfysKTwulHNS57dXXV64FTzlgacyXNqtfr3k/qGeE08Orp51TNSvh1fHwcEJWiHyqVSuBBAWnn1taWcyig7uijarUaoI64HeFtgccSbTabzQIEDnu0FfVVKpW8L2PjDLqppMmz2SwgmOa4YuX2gbegVCq5bsKLzWRnqD+f5Gud0c98Yq9p5/mUHM+ALty6dSsgrmUeGY0NRzlPnTrlY0njjxmlBy8XyIxPnToVpMKEd208Hnv9ceqP9nnzzTcznjmzbDwx6gBd45T08JYw+tBsrrPKFfGzn/3MfvM3f9PMFp4o9Ndzzz3ndYRnEGiYQqHgYxAcJ0z8rJwe6l0zW/C0sCdN+cbgVeO0tNqOzFWg3uR2ux2QhcOTOJlMvC8xhjqdjrc7kEhsR9SrBr1nLxy+w7huNBqu2xiDsKv5fD6KJjGbe/GURJRJNXEd+g1tN5lMXOfwHRMPcpuaLdAek8kk4M1DuS9fvuycFPDUVSoVtwnQGfx/eHjoz9JkBVtbWwGnBK7d2Njw5ytXhNmi74FIYA8adAb9gP7b2NjIoG25PQ8ODgJ9UnSV2UL/0ea/+tWv/G94PsfjsT333HNmlk3xbja3c+pVx33T6dTXKew1NZvrELyRWL/gmi996Uuut3g26s5JDtBWkD/90z+1P//zP8/UB2OYbRn4hmBDzRbcRUrSf+bMmQwSxmzeN0DXIB34U089ZWZz+wYEHvoCz6zVaoGnHu352muv+XdAxACtc+vWLUcvYpxgfP/3f/+3865hPcHJJpT/BMT6s9nMbQra9uc//7mZzTltPv/5z5uZ2Te/+U0zyxLTanrqXC4XrPcwh3/wwQdeH9h2tM/W1pbPQ9ABpEs/c+aMj23cz3Mr2xmzuRcf9URdMU6YAB19iP6Fnm1ubvrzoR+4v9vtBnwhaLONjQ3ngMJ3aOOPf/zj/ny07fb2ts+JuB512dnZCZJtoI84iYuSNTcaDUe1Yh77wQ9+4O2onGScnloTJaAfNzY23MairZi7EfqAOQX/nzhxItiPwB6fPn3adZyJb5lfzCxrazUZBcbsjRs33LbAFrGuo200Ff3R0ZE/g6MmzLLoZ9gW2KTLly87AS32YtgvFQqFYE/E/ahpwRlhh7Uy3vfzn//cywdd4+QSmrwFdqDT6QTIEeYGQrlQV/RbrVbz66AfmEen02mwl+K9BJ6BtZemijdbzC8YI6PRyMczdBUEvS+88IJfj/UUI99jXIFoS6B6wOPGHGZAeoLn7MMf/rD927/9m5nN14lmCwQl7wOhv4y41f0q7ORbb71lL7/8spkt+g3t02q1AqQ3+nEymQQ8RYxi0jMBtFm73fbrsBY9e/aslwG6hjKUy+WAg1LTrfPfsAOvv/6636c8TxcuXPA2gv7DVjSbTS+DRlYwSTl0hjn8MLdifDHxOcYj5kboY6PRSBw/SZIkSZIkSZIkSZIkSZIkSZIk/3+We4r44dhQTVGGE7PZbOanefBGcvwmTrPAAQCvMqejxWkbe4yV0wOxySdOnPDrcAqJdPLFYjGI64MMBoPgVBvXttvtINsQvBm9Xi9IL8vPx8kfvCCchQh/8/s0RRynC8QpNU4FccJcrVb9pFZjQ4+OjjKnsHzNbDbLnJBzHbrdrv8GDzM8I7dv3w5QNjhNLxQKfh1OlFdXV/30ljOVmM37hBEmuN5sri96Ms8pqZVBnbOCoa7qbRmNRv5MeFTQl++++66XD7qK+zqdTuDJ0tNg/o7bR1EYjGBTfqNqtRrwNHEWJeX4YX4d5QJhHhpmwTdbnJzXajXvZ9QVY6tWqwWIKfYSoF4YN3hmq9Vy76B6Zuv1uusq7kf/MQKK21NTmEJXWX/hFYYOdDqdwKONOrRarYCnAnaHT9iViyiXywUebegJs/1rOnfmF+E0tmZz7wLGC9oBbTYajbzssGmnTp3ysaYpYdkWwRuE/uZsccyBg/ugR9B/eCU47l85xprNpnuW0O647/DwMLApkNOnT3sbQTjTmPJeQXdzuZy3A/T/1KlT7gVG3TmDjmbIgwfy3LlzjjJCWmv8XygUvI7q+T179qz98Ic/NDMLOHQKhYK/m1GEqJ9mPoI+c6pxCNrn7NmzjjLgjF1mcz3hjH9mi/mGs7+hvw8ODgJeDNiy69ev+3uUVyOXy7m95rY1y+oo5gm2W4ooRTuura0FKCce+2hb2BTUM5/Puw6grphbmLNE27HX63n2IPRtv993xAnGI/SDM4YByQDkWT6fd+842gE6+9nPfta5UTSDTrPZtL/4i78wM/P3YswfHh66juIT9frWt77lbYtyoq12dnb83T/60Y/MbGE/Dg4O/PmKNOz1es7FgsxH+/v7Pv7hsee11xtvvGFmWf4ps/laQfkA0X7cH6gX2u7999/3NRDSiLPnHzYTz2DuQOg0PtE+q6urboOASsG4brVa3kbQIfRfq9Vyzy+kVqsFnF3wwDebzSDjIq45e/ase+Ghv9C97e3tDLeDWZabEGMPiC608c2bNwP+DaBhzpw543VEuwOpXC6XAxuGOtXr9SBTIzz9L730UmB3YCtGo5HrDCN3kMVO0Z+MylTOxW63689HGT796U+bWZYb7x/+4R/MbIFevHXrlu8rFJVZr9eDzDmY34fDob8PbQ19qdVqvg+B3eD1Eq7TNrt+/XoQzVAoFAIEMMrHa0L0CWcDg85g7GGeuH79uqO3dAwyNw3PAWbz+Ra6AgQIrmXuIm3HYrGYQUdyXUajUYDEwdzAGZ0wnlutVjCncuYjRrXzM5n/DnaN18PoC4xB3F+tVv0+2HTWPU51z8JoII1iKRaLXk6sN6HjrVbLEWGcCRHtynMpnoV3qx0Yj8f+Hsw52PNNJhN/D+wb+uTOnTtuv3Vt0ul0XH91bPB3ul/96U9/GvDUMheOItA4YzTqg2sY1Ym+hy3COnoymQS8rrdv3w7QSsyHychHM8uspZZlOi6VSq7bGIOQW7duBRxy3AbMg8vv63a7GU5es8Ue/+rVq867hj7BmORIArQH89Spjsbknh78wHAOBgNvWBgphkppeI8uVs3CCYEHvKbDXl9fz2wGzBabAzaqujFnuD2HweBaToHO7+UUzxpic+fOHVdUTkfJKRjNshswLFIgTCjHhx5mi8VErVYL4Ku8sNc03ZymHcqrqblns5m3KQwnjDcTbOohllk2pbDZYkJeX18PBtt0OvV3o43wHl7Eoex8oKAHYKgLQ9z1wC6XywVp6iErKyuutzCceC8Mo9lCd9AfGxsbwUCHTKdTH+CYEKAnTDapYWBMAon2yefzAYyXSaH1WbiWCZzRtrzA0/bHczqdTkD+jbrwGFQC1vF47OXCOIEOzGazDIEk14/TMeM+lIVJ39AuHCalKTer1aq/k9sP7+VJiMtittB3Dscym48NPXAAhP8Tn/hEsNCAMLEbyou2ms1mPk7QN1x3TLJoMw7VQFvBHuzu7noZmEAc7cOhifye6XTq9dH06qurq5kFCd83m83cpmtIX7vd9jLo4TyguWaL8YxPXpjjExMyEzgD8o5yvvjii76BQr9x20IvUL9msxmQq2KzwKSzSqp7/fr1zIbQLJtKVgmf+YBbdQ1ttbq66m2LRTGH6kKf9ICVN2dK+Lq6uup1UGdFLpfLpE43m/cN2gi6ioXl7u5ukHabwzQ11TITmWuKYXyeP3/en/nCCy94GSBq3zhET0NCUE/ecKMO7ATCWIKNx1y7vb3tz2cyRogeaMVS3KLdh8NhQPyOOrz77rvexigD2+8//uM/NrPFxpKJt9lec/tcvXrVPvOZz5hZnDRSQ7E5fBhthH7jDS36FLblM5/5jD8XhzP43Nvby6yV8Ax8aigx3vPUU095+AEfgprN9R9hRxj/mD/ffPNNH+NMZM3vNQtTQx8fH/vhWMxeYczhPXyApE4HdsxoSukPfehD/gzUFZ/dbtcPk2E/OLUx+gm2k20L2kZTvk8mEy8LnCocXsch8GaLsdvtdl1vcaCCshQKhWAdAV29ePGiH/R99rOfNbOFrRiNRt7GHGqD7zTsnZ1EEHZc4W9ee5rND5zQDtjsopxbW1sBkSrbIegoH+CazUmrMS5VV6fTqZcB70PdP/jgAz8Q0TDefr/v45MdZbpvwWZydXXV24MP09AuHFputrA7a2trgeMJUiwWMwk0UC60D+ZBTUywvb3tZcGhEvq0Wq0GNp3X3ygfbDTTYaDdYT/6/X4QqsWHDZoante1vE7hsrBeYf5EnY+Pj71fOcU42hrP15Teg8HA7Y6SxHObY+zjNw7zxrwB4UMQ2INyuRw4cflQQ9cBnHRGk4hgXJbLZdcVrJ3QX+yc1gOSQqEQ6AyAFGtra0HIIvRzZWUlIF3nsD+UU+vCdgdtimd3Op0ghOrGjRtBqDnTPeg442crpQDKOxgMvHzQHe4jpb/gdTHKooddpVLJ20ETN9VqNT+AhP5zkhXok7bVysqKz413kxTqlSRJkiRJkiRJkiRJkiRJkiRJcp/K/wq5s9ni9Iqhy2ZziBQjRcwWnrAYKSC8cVtbW0G4DkPu8Dens8Zz8DfgWXzKranecZpZLpcDhBF78JUwl9Nao3x4D5OVKeqoVqtlwlHMsulNNeyGUVGKNNE0efxdjCw4Ro6rUD14BjjcQSHonFYcKAX2TKkXSdNEspTLZffCKVKo2+0GKdeZWFLT0bL3FWVX5NXJkycDsjE+ddY05PAS7O3tBegX9FW32w30Al6TlZWVDPkrroeoV95soX+oHxM4c8ga190sTAsJj0e/3/c6KrqKva76TPasos58Eq5hHEzep9BF9uCo5xjPHAwGGd3Eb5qWk9FKCtllVJyGOKJdP/jgA78eHj72OvI4NjNPEb29vR2QybNXGdejHzicFPcpFDefzwfp4hn1pEg+TikPQZ1/+ctfBqgNDhvE30C6weN88uRJfw/6iREoyzyr6i0zy6KJlHwdv+XzeZ8T8F7tI7OFZ5q9T4p6HI1Gnj4VcwfadjAYBOgJ2IV8Ph94g/Fbr9cLQpc5HFHTBzNxqKYGRXtyGF4MOYh+1dDbRqOR8QabLcKiT5w44d/B7jCqk0Nf8T6UAX0HL3Q+n/f36BzCyRvwTB53miIY/c1pyNGXHGqgYYxoAyaxh46iDgcHB4F3N5aQQJHH5XI5SBJRKpWC+YVh4+hf1AdlYd0GygHecva8s86YzXUJ9ubVV181swWy4IknnnCPoIZi8rpAx1yv1/PyITwLqeI//OEPB4gffA6HQ5+zUU8e69AxJtNEfTRkiAk2VRd2d3cdsQM0IhOso87qHf7CF77g/YT+xvvZRqjdqtVqASIDaxq+F2MWOnd4eBjMn4wQ1UQXd+7cCUJq0J6Y+7muTPqryCWeGxECqHa8UCi47WN0Nf/On3jf3/3d39nv/M7vmFmIIu/3+z528B3KcuHCBXv++efNzDzFPIjCtY5m83aH/dQy5XI51wEm2EWd0Y7sjcdvjFY0W4zd7e1tb1tOgIL7FbnKa3skR0CYMiPz0A64H+O72WwG4do8t4Igmdeduo7isnBaaS5DoVDwPlE0Be9tFPnNqA3oCSeNwLuVmJbtMKfIRj11z8HhqzpP8HyDtmG0sCK2se7M5XJuSzQ8llObcyIes/ncxTQeXIZYKBXbf0UtQnh8ou4cooZ6aWr6fD7vbavIzVwu532piCZ+FvSKI1M04UKr1Qr2cVx2vEcRVJubm5l9IpdzPB5nomK4zr1ez6/DmMezt7a2Mns1ltFo5L/hfoxhRjth7OJ9vG5BH3W7Xe8npX+pVCrBupv3KBqWBalUKm6T8Mn7W7VvnHQD5YvttTUhD/aR5XI506bcjrxuUTQRJ165myTET5IkSZIkSZIkSZIkSZIkSZIkyX0q9xTxw+nS1JsJ7xifMmqc43A4DGKamagUgtNEPmFjr4DZ4jS90WgEiJ0YSkFPzIfDoZ+k4iRO42FZOK2tckswSTPew+R2sfR9eKZ6ijkFu5aH+Q+0Pbh+aEucLDN6hlMjcplWVlYCTz2kXq8HKBt8zmYzP41lYjwlSeSTUbQV6gVPRaFQ8L7n5+O+GHeLWTaGV/lkOM2jehnX1tYCEjZcM5vNMikm+Tf2AKMs7HnA8+FRwXP6/X6Alsnn8xkPrAp7bLmNmSsJwmgW5S9gni0lMuTnKHpOuT7MLOijyWQS8Hnx9epl4d8U+VGpVIIU1xhLzWYziPllbz7aFh4w5gHCM5g0DwIvC+oFe/XGG2/Ypz71KTML7Q7HGuup/Ww2C7x+zP+jKEnmTlLeseFw6F4StBsQPJzeVLm+jo6OfJyB5wZeffYyalpafg8js1AW5uvga1utVoBcwP2j0SjwVrFHXWPXgQpgbjQeB2g/eJOh9zdu3HBEBacR5/fF6seoKuVPYVujse9HR0cBSSXzj2lCAVwzmUwcGQNh+62oOejs9773PUc78VyM90Hw3tlsFhBXoj6tVitASjAJsnJUqfeVnwXP58HBgdeLkxqgXZRjiVOq4308ns3m/abcYqxXmmoZnxsbGxn0ldkc1QA+BtXRSqWS4UXAu/Ee1BEcFiD9bbfb3kaxtLko8xe/+EUzM/v6179uZmZf/epXnURa10DNZjNDIM7PnM1mXgagqdDfOzs7wRzC6C8l7r9z507AUwZ93traCuwi88UpIT7Gxv7+vj3++ONmtuhnpAAvlUrBWo35q5jLgz+ZZF/tMPP7aXKETqeT6UOzhc2oVCoBiezBwcFSnrjj42O3E+CA43UgxigEutBoNLwdFG2G8pvNSVXNzOebYrHoduYjH/lI5lq+H2X6zne+Y2ZzVCC+w7zBCRfUW85rX6CPnnnmGTMz+/73v29mZl/+8pfdFkNP6vV6gDZAnd977z3XbR2zjGDT8ZnP5wObhHYdjUZuI5SMniMCIIyIxLMwZoFGZNQCrgeKtNPpZLjjuLyj0ShD4orv2O5y3RmFjzHF3H9KKswIFNVHRQqYWcBxms/nvT5A4OBzOBwGqEBeO+vcyCTWuibkciv6jedNtY/8TkUY8Z5I176DwcD1Qfdg/X5/KSkuI8s1QQxQcWaLdSajuJhMm8tbLpcDzi5G1yq3bC6XC/aV3MYYqzrPrq+vu+7oupb7UlOcl8vlgLOIdUeRbmiPra2tgBMS9eSEIbqvPjg4CBC2zNOqczije3AdyrSxseF11vU+/61RIaPRyJ+lSZMYqazofX6W7qkajUbAQ4oycTIirCtgaxgphLblCBJde8Y4Ue8mCfGTJEmSJEmSJEmSJEmSJEmSJElyn8o9RfwwygSnZuzZMMvyknC2CbP5aZbGQ2oqa/4O7xuPxxmvgNnidJDZ5vmEHdco7wxzaKhXHieCg8Eg47XjOlSrVT/5Y4QFTuwUSVMsFt2zgGcxl0vMi4P7UD7NctRoNAJkBZ98axo+Zr5XDyL3KZ6JE0rIZDLJxGSaLU5NOd0dJMYzxIgm5Y3guEycDOPElu/Xk2u+X+uKvjFbeDvgLcApa6VS8WfiJJu9oopSgPD3ysdRKBSCuGDOorWMf4m/43TkuFe9wswVo6gNRqNA2DMe8zyiXdTjxn3DWV3wHrMsj5V6/yaTiZcTdWFuhZiNUP4B9gqpJ4q9hoyWQ33wTPS9pkXt9Xr+fIxLeDgODw89HTC8ruxZ1EwAnK1FPXUYW+PxOOBnYfSLctrw8+HxBCJmZWUlkzWJn8leUPWQvv32244CUi4X1kdFUPb7fbdlypnWarWCDFCsg2rnGV0CBBq4lcCfwqiNmOcHmSzAn/Kxj33MPS+oD8rLiAcI81jB4wYOs9j4VP1lri+0LXtMdSwA3bC/v+/Phb3ja5VfBL9dunTJM++A34W9c7EUq1oP5sGDF1+5gcyymSf5f0Zv4T3Qr1/84heuD0CE4b5utxugjzDP/OIXv/B00fC6MnJT7RTXD2Ndebq4PVC+er3uz9c59eLFiwE3BOS73/2u6wd4T5gbi2P3zbKoJbQH2gwpsJ955hnv+4997GNmtuBwKZVKXj4t5/7+fjBvcsavGOoZ7aLlY48x+gk6UalUfOygzWBrGKWnc/HBwYGPBdhczhan6z9O4cvedJQZbceZSbm8nHENZUJ5YYfMwgw1nHkUetjpdAIkDPqNOSDAhcMZdNBWQPkyGkU5Anldh/swvzCvnfKhcX+//vrrZrbgdwLSkbNfKaI3l8v5+3Sd1W63XQ+BPsI1f/3Xf+3jGaigRx55xOsKm4J58+zZs4Hd4TlcESP8yeniUVcI0DhYz/H+QDMzcd2hc5rNh/nUdD1RKBQCRBPbIbaHeBYydmFuhPAconVmbkKUj9fmypvH68zYeIYoBxRnFdX1Ol+rvDA8JyxD5MXKVyqV/HpdM3A5FRnD87RyPXL7o41iCDI8n+0Br2HQDrhGeQ4hg8EgWC/G+Po0a9l0Og0iAphvD8KZtVBHHeuVSiVAczO6OIZEx//Kacj7QrW1XLZY1jy0lT4L5Y5luYVdWF1dDSI4OOuW6hPvvXAfdIhtGPqN9/HQB8162O/3g30+PllXtZ+73W6AbsL7Wfegc1w2bUdGu+o+hs8BFAUXk3t68MObXA2rgDHmwamLdoYxLdsomi0mTU6nqkRyGGwcoqAdygSnmp5wMBgEm050bK/X80GjMC0+2GLDqwsuPOvw8DBTRv5tNBoFqT4xuXF7xCYShSDyYFMoJw8GDCQsMjnkKJb2D+XVTTUkn89nQhjQZugvQKt5Q6WbOA53U3JbhnTqZMuwPiZK0/IpzJMP7DQMj9OgK5kgk5ApaST6sVgsBrBLXiTrIQEf0mif8qSr5NWj0ShDysfvY4gw3s2Tp050eG+32w0OjNjIcTpCLgtvstTY8QZYUzpyKATDhjVkgokAFerMkw3KoOGkHJqnB60xCC42P71ez58BUkGGvOsiE8LGG3rBIVhaL3wyyS2HaWJBqZBwJstXG8ETpEKma7VaYN+4XXWiZ9urIQ0cpoXyYZMAKZVKwUaAF6vYoKGtYCu4fhx6oRt0XP/WW29lNnZ8X8wuQhqNhreDEpCbhWSWPGnrHMcLYF3kYz47PDwMiIAx5/EBpuoVH2Ai3ASHX6PRKAp1VxuE9uGNg5L6xxbfvAlle2GWJZHFoR1sbGzRiO+ggysrK36ghXAMdjSgDLpInUwmQT9zGDHeifHD4Sk6n/3gBz/wEBD0F8bUww8/7H/jYJFtL4fPmWXDl1QHfuM3fsPbDHr/t3/7t2Zmdu7cOTObp1l/6qmnzGxB2M9jX8M7+eAuRryK+5RInw+xNSygXC57v6KuTPqJcDOMdU4aAb3QMb+1tRX0IR+acagKl503q5yyGu/TuRFt9r3vfc8uXbqUKR/6eG9vz3UB5b1y5Yq/B3rMhNPoH7QH1jZ7e3uZtarZ4gCID3BQZ/R7uVwO0kzjmmvXrvn4ANk92w+stx966CEzW8wvlUrFdQV6j3m+0Wi4/qqesLMTfYq16KOPPup9grJfvXrVv0O7oI05UQgEzz4+Pg7WdiwaYscH1ihXLFweKe8xNjAn8DwNneWwWnVyMvm1HuiyaDgu6y9EUzzjnSycolzv7/f7QSgxhCkCVO9PnTrl5cMzeV5S5znuRznwfP6u0WgEa2QOSdF1N4fhKhBgNBoFewYOy0ef6KZ/MBgEh8J8nzop9ACf2wF6PJ1Og7Lz+jF2KIE66aFVLGSOD21ijj4VbdterxfYRT6I0DUNE4MrOTw7CGJACP6MtQc79DUcrFAouD5q+NLBwYGPS1zDa17VBQaW6GHjZDIJQAGcPEaJ2Hn/r0lLlG6Gf+MDeA0p4zBx1JUPwPAc1RnIeDx2m6wJjkqlUnBgF5MU6pUkSZIkSZIkSZIkSZIkSZIkSXKfyj1F/CjUySzrETGbn27hdE8hUuPx2E/dYoR3SpAMz8poNApQA/BmVCqVgMCTESuK+NFQLLMwudJqLgAAIABJREFUfAnP5fIxnE8hiMfHx37SiFN3nOCtra0FcE0Ou1ECbDzn6Ogo8GQxga6GhPBpspIzc+gQrle4GqNYYuSsmlKX20pPsrndmbgZ7QnPC35DGTgUSlEvw+Ewk5KS2xP3oo4sDCvVMKvJZBJ4luBtqNVqQRgdE6HF0pCbzfsNJ7boUw5tUk9Av9/PwIXNsuSACnmOpUlHfylZH9+HOt+4cSMTMmiWJULDM9HfnGYagjJxCAVEvS3s+VFdnc1mrgOMIlDILj47nU4QKsRk5fCy4pkgQd7d3Q08S2gzRj4o8q9cLgdeDEDrNzc3A88lh++o14pRd8vG7v7+vutOLMU76nz69Gm/T73jeM/h4WEQWoBwgJs3b/r1IHxmOOoyRAGH9GloDXs4dLwcHBwEHhHct7W1lQkXM1voQrVazXiK0QbqpWIkGr4D6SaeVS6Xg/mF4dFKAI824HAihTD3ej3XDyZ+N5v3LeYveM6BMFhdXQ1CGtjOKVqDPdSaLhpogGazmfFSmc31WduI52QNT2YPrqIGGCnAiQ74k8nyGQGp92myAibaBTk0e/MVfcQ6D+QD+otDg1FX6BV7u1FnPPv8+fM+PiCMrlS7A+RIu90OPJz4bTabOcktdAjtw4TAmsL+9u3bnnoaCENeC0F0Lul0Oo6K0PkpRhw/m82CuZ6h8RoODsTJysqKrx/QHmzTYIeRzp3nByDOlFyUU1CzvTGb94MmAeAQHQ3lgY0uFovefhwqh2eijfBdu932d6J+HKoLfUBfQH9/8pOfeL9irKMO9Xo98BQzUoM92Wh3s7mXngl5ua3u3Lnj4xLtzoTdGEP45JA7TVGO9//oRz8Kws2YNF9JYAeDgfc9k+Ojfqijooo5vB6ic5hZPMwY3yHdPMbNyspKJpmK2ZxgGv8//fTTZrZAaKGvGCWioe0cogdhRAnsPSMqdXzxnkWRGYxgY8J8s4Xura2tBaT8sVAvCGxgr9dzmxcLQ9cwE56DFBED1N/u7q6XXe0CI6rZfihRP89BeAZ0h1GditDnJB8a7hRDHcWSpOjaBDIej72cakfOnz8f0GawrmroEKPJY3PqMqRJPp8PwqY5SYTWh3VJy8DtiHGM8c9zjxLisy5A/xhJg0/9jsPVeJ9ptrAVTPGiCO5Y8iOmFtHwdUakKy0FI8LwTI7UUYoFtvG6duLkChqxgzq022239xhvKFO32w3WXIzK0jEEYbqHu0lC/CRJkiRJkiRJkiRJkiRJkiRJktynck8RPziZjiElOF2jemQ5FaqeDDM6SONKmXMgFvuI34Ag4VRqeL/GPuJ/TrutZLWj0ShDHs1lYgQJytdut/1kHM9gThu+x2xx8j0ajQK+CkbWaPpVnFC22+0gXR3zFWksKHvllYuC0RVKisZcDPD4KjHfYDAIPDbdbte9nhrnzygWJVZmYmqtO18PYa9fjDgbsgwR0+/3vV5oT3jZmBMBni/cz8gTJSKfTqcBugyflUoliKvO5/Oufzjt575RMm4II0dwms51Vh4f6GehULCzZ89mfsP97733nr8HccHMnQEvI6e8R51RR4x17gf1JjNSKcb5oPHs7M1HHeFV1lhe/hvPZu+dcvyw/up7GfV18eJFMzNvO+bZUm8ee4OU2J3jlxmJgDaOkWqjnxSFwXHcikxqt9sZ+8TXcPpVtXMcQ62elbv1JddfPZij0ci9P+DOwDPv3Lnj5VOkV7vddn1i3ifl1WHC2BgxPcrLXmctnxLpQxgpxASDeJ96stg7hnfDpsR4itAPjJBULxzzUWFc4r0g6R4OhwG3UoxUlLm+1EPHKFe1tZzGWUljgZhg+63X9Pv9peSWzKWFeZO5oLS/Yh7dGD8d/oataLfbAfqQybh1rmfPLGwJ2h828MqVK448UE4K5mC4cuWKmS2InHd2dtxmaup29kBiPDOiD/UHyoHTkcO7i7EeIxxlVIPyTDCyFH///d//faY9vva1r7kNAoIHZMMvv/yy/d7v/V6mHbic6HPoaox7BML/L0tWwCTN4IkC/9Xv/u7vZlBDLCdOnPD+gr164IEHAuQeJ7zAd0rkfuHCBXvttdfMbMFRhfZfX18P5ii2p8wHZZZdz6mu4trbt287egX6iHoyCuTChQuZtuN1NMoHHXzqqadcj1944QUzW8xP4/HY25ZR1/gdZWDOOyXv5nlXk19AcrlchnzeLItoAs8e6so8lUrezShe2Ce0MY9vRUpAGo1GBs3A9SsUCt4eWA/kcrmAyJq5K1WYRwx9wnMH2gCIAiXjPj4+9t80emIwGGR4nfh9lUolQM3FkOIQbivlC2Ky2liSHuXS4zk2xsOI9ymnJvMXKh8SpzNXRCkjRJVsmaMoGHVotlgr93q9pZEEzKfHyWJQNkXpMYm32m/mx4EwIbbOz6yHy7g1i8WiJ8vAGoH3HJxsxCw7Dy4jh69Wq/4elJ3nd/ytyO1YkhrWE9W70WgU8A6y/VA0IO+vNCkFj0md63ityEhGs4UuvPfee77/0+iLmzdvButG3g8qmoe53hTNzeNBScZjkhA/SZIkSZIkSZIkSZIkSZIkSZIk96ncU8QP82KoxwwnlJPJJIiZxIm72cJThvhjnOZubm76KR2uwclXp9PxkzF43uE5rtfrfh/SHONUeGVlJTgdxEken7rpSWC1WvX6wLMFYfQOTno5xhmnqzjdPTo68t9xSs0nr8pZxCebypPACI9lnpvpdBqkWmaPhZ4w8mm/egLYY6fp/+BxunHjhp+IsgcXfchpm83mXhpcj75AexweHgZxm1wm5eiBPjLzvZ4os0dQUTCHh4dB9gmc9pstPPV4FtBB3W430HH2XsE7w+Uzm3POoO6MQlIOKAgjXDRr02QycVQVhE+Y1WOGd1y6dMm9YtBLeI7W19cD5nvmMFLPCHs1lnknOWUq+pL7NpZiWz0jzOmEMqA92KujCD54NW7duuUeCkV/cWY9jbPudDruVeTsEXiHZjdj9KOiNpgLRj3vHC+tdRiPx5mMT2bmGUz29va8L6FXLMzFZrbok93d3Wj2MLNsTDrKx22sWaK4fho/zwgb1DHGxYKyo7zg6PjUpz4V6ALruHJAnT592sesIkPZ3qsXKeat5WyJscxW+J/5IswWfcleRub/Qp2BAIGXHQgIHhMoO3t58Runi0a5tQ9j44sRdorwhBSLxSDDDPcfroc+4ZlXr1515AOugfePy6fe3maz6eMM/ce6q5xuzCWnXl5+B8YcPt95551MO7MMh8OAa4DRdJp9CXbkscce87Iqh8D29rbfhzTw0ImdnR2faxThfHR0FMzrEM6CAg6zj370o2Y253sCT4uubRhRw59q8ziLD34DRwrQDbPZzMsOPUQZWq1WwEmItcDx8bHrDKMP0S6KGmA90T5hlDHWl88++6yZmX3uc5/zZzP3JLcxC67J5XK+fovNyZox6p133jGzuU6Ay0lRXLyuUnvK3C/KYTQcDgPEH+zHr371Ky8LEF7M1bQsg06xWPRxxryKqCe+A0IO64JCoeBIJiC7qtWqr4egc5yuG3ZJuTJZNJPQcDhcmiWREVeoA2R7e9t/gz0Ft1OlUvG5jtvPbN7v6C/oMXSOUfWxjHcYe3gfI9k1M2SpVArGMdcddgf1wrPz+bxzuD3++ONmltUv6B+4yZgrT1HgzCulXGm85uC1uFl276Y2hbnoFHHJGVt1PWy22KthfuA11zJOvY2NDS+76km73Q76idedulZgFJy2EWdsU14j7jfN/ohrODsu21OIZtptNpuBfeP1n6J6ILPZLBhDjDIDz5Wi2YrFYpAZmVHvygPLqEnogyJR+/1+wJ/Ln5pBm1H/uu9kmwnhPbpypkEGg0EmiyUL8/QpdyXvtfEd5inmcWROX247s4WO89pEET+cXZdtHt6Deup6LCb39OAHwptATevGmx5NecibExgWKOfx8bF3JIwwJlMmHQMki4nT8B2UBUaF4XixFH8KWcRGejAYBGFIDFnVNMyz2cyNr4aZnDlzJjg84gU6p+E0y5LwKlQUA7/ZbC6FZ/LmDNczWdcysuDBYLDUcI5GIyeU1baLQSxrtZovEnWzXywWAxgfb4Dxm4boMZGtHuIxsRgGLB+ucTpws8UCgOHKmDQB4T04OAiIqSEHBweuc1rO1dXVoE8ZZosFMzbsxWIxINqG5PP5gASMQxWVZJlhhhweYpYNYUN7MDmi2fwwFWNAjStv6pXkvdvt+rsxwXG76OTERM664Wbbwu2AsqhR5DGBssK2AOr+/vvvByT00JPNzc3g4IaJvvXAjRdLuoDiCVYJz3lzp7BcTumtG0zevGs40bVr1/x6wOCxEdjZ2fE0u2gzLOi73W5AKs8ki6h/zB5wSniuJ/eZzgm86NEUnPV6PSD8R6jGyy+/nKmP2bxPUA/cB92u1WreNgxdhuhBDIfyaBvzQgV6riEevDhRnWWHBBPE4n+Qar/66qtmttiotNttbwddbDYaDX+GhidPJpMgjJQJnCFsk3Q8xsKgY59KmoznnDhxwi5fvmxmZi+99JKZzVOhm2UJ8TGXaPgUP4vn91jIG0TLx4SifJCC35SAlRfMaBvoHy8CNYU9hzPqIo51CP0FneXUyXqIgQ3p5uamHy7gPTzH6jyIw4pr165l+pDLxqH0fDCoRKNoAx6zKAOvbWBbdY77yEc+EhzOM9G/Omb4kEcJRyHT6TTYbPLaAWtI2AGM03a7HazH2NZoO66srPi8jHUIj3F9BvT26OgoOOQ6f/6836PhNjxvaDtwqKJufqDH/X7f15t4Jg5hVlZWgg0H65xSHmAdk8vlMg5TfjbqZLY44Hv11Vfd+Yp+hj3Y29sL5nXe6KndYXulziW1x2aLOZwPazC+dL3EYZpKll0ul4ONL4RthaaWzufzS9cFZhadP3UNyQcPejjGoXNob9QZfVQul31+V+Lt6XQadTLjN+0bDsPRtTneOxgMAocf624srA3tx4ABs3lfYu2pbcU0G3gW2ppDZ3VeKxaLgUOBw5h038NrL7V5HJKp4Zncp+qU4nbFfQA4bG9vZ0AHZosx+84773hfcmILlF0dEjx+1JnFB0g4QNT+5vWOggM4DE8TuwwGA3f4Y36K7S2VWqBWqwVk3kz9oXaAD1F1bc7rYR2fs9ks0Hfd+3GdmShcxzhs28mTJ32vgEMv3Le5ubk0DJ3XKJqIhn/XsHIOwb+bpFCvJEmSJEmSJEmSJEmSJEmSJEmS+1T+VxA/TFSl3l2G+CnagAmL4bHA/RyixCRxZnN0hHqrcNLY6XT8xJCRC2ZzZIbC9DWVL97Nz+TvNJVyoVAIvK21Ws1PGvEMRoCoB4VPovU0kL0TeJaebhcKheA0nb06EPVA5nK54JSfT8KZDNfMMp5dbUd4GY+PjwPvB4f+KDkxp2aNEXLiVDxGIhvz/qDN9PQXenV0dBSEZTEEF94V3IeT7E6nsxR2fOrUKT81jpEqqlcSular1TKE2WZZZADex7Bv9WTz6b+iDCDVajXwjuM5N2/e9PEIRBP+n0wmQYgMw1Fxgg9UEJ/ia/gMjxHtk5gHkttuGcknl0/7m9EN6sV++OGHvXxAXMErcfPmTfc+wdsLiHvMQ83IQbUl7IVWrzXajImE1VvT7/czoTF4liLCOLxLUZJog/X19cCbwx7dZSnsuV5KiMieGA1l41TjGpozHA6D1Jbcp4wIMDP70pe+ZGbzfoAthzdzc3PT9VYRcpwKNhaWqKgeHhvqxVS9NMvOAaiLPovJHDX8iKHTCEdhxKvZfCxhPCIsiZMBaIg12x/UAW3V6/WC8BmGdC8j82dUINqPQ0Ig6jXc2tqyz3/+89G2WllZcV1V8sfxeBwQeXLb6XwUQ/XEyC0xxn/wgx/4fUCqKHqDERbqZYwhUVl3FNrOJJ/4DjaF34E+V5L3SqXi8xLGOnSHUcKKfHjiiScCPeYxsiwcmsus6x2zMMUw20UIo0MwPnU91u/3g37i8JFlqB6G/rP3GeUFiSmIszkEQ9cKjBhQdGCxWAwQr3yfrp14noLOXLp0KdNma2trXmb0IRM5w9OvYRJMTo55FyG+p06dyqybuT2Gw2GQPptRgRpayu2vhMzox9XV1WAt+tBDD3m9NO32/v7+UpQeh5IoKoXD3jVkjsO1IYxEVXQIjzP0haKFNzY2XN/xbOgsh3Krjen3+25HOAW1rltixNG6RqnVaktRJc1m0+vDIVdm8z5Be6sOxMI6eQyrneN1p4YVYr3EqCVtl1wuF4RglUqlaKIVlA92TSMrTpw4EUQQQHq9XjDfMuoI5UJdOVJCkcm8/8F30EcmDWfiYC3TskQBpVLJxxJs0uHhYYA6x9g/OjoKomL4faozbJs4fTuX4fj42G0E9ALzDMrI9zMCRcM0ua0RyaERJ2xb8B0nKtGkDyhTp9MJKE36/X5QV0aS6bqZkaUxVCWu1cgZvJfDvNFGHEWE79A3vC/UPSn3la43GYWous3/I2LpbpIQP0mSJEmSJEmSJEmSJEmSJEmSJPep3FPEj6IwYjIej5fyg7DHB6fViIVuNBp+2q73T6dT/1vRM5z+DF41nKw1Go2lp9RMNqkxg71eL/iOUS2KHur3+x4HDa4G9phpWjx+L066OVU47kc94IVCnVutVobzgtuY41IV4cKnisrrwOgSJm1DmVAuxFLjdBzeRr6eeTEUrcRl0NP+w8NDbyucHvPps/KLMGkh3qde4V6vF8TRM/mvEkVDv8rlsv+t6RQbjUbgWeITaiZ/NcsS6ynnUbfbde+bcqrw82NxuvxcbpfpdJohKTRbcMCsrq763+rJLZVKGcQY2g/vw9+4D+1/cHDg5YQ+QC8bjUYQl82IECXFHY/HXo9YOkT1rnNKR+XMwGe323WdRltDv86dOxegojgWW9sDwp5LRffkcjmvj3ou2TOlyB9GwzGiJpae1GzextABtDfsUKfTCdLDsq1AvZQE724cS+wxVTQhoyKYyB31UmQR97uOa4y7Bx98MEBfMOmpkh/3+/3A+8YerWUkwfy3kqwyp0qsn9WrwwTfsfGM56AvHnroocw1vV7P7Qzag5GwGBPsxccztZ+Yv0C93Rwrj/aGTvCzVB8ZnaPknfV6PSBe5bGk8fZM1qroC66nojYYAaVzK/epttHt27cDMlf2QMbQrGbz+VdtOSNpUGclcjcL4/vZDmjaYqCg33///WBcMioIugbiV5Drbm1tOQeDenKZAwrCYwloErZJPP9zXQqFQsZDb5bl1AJ3hdrVVqsV2HZGAKoXNEZCrRwOnHYe/cDIbXBOgVcKXtudnR1vR9y3t7fnvyua6vXXX/c6fve7381cs7W15Sg9tB/6q1KpePl4TjSbtz/mIZSTdVs97qxfihDiNQAjqPmZjCDB/ZgvYuTr4Ah58803TaVarfo4URvTbDaDRBy6DjeL21PoDvMZ4VMJtzW5ArcR2wz1oINzc2VlxW0X9BjvY14SfXa5XHb+UZQ3n88H7aeoQlyHNkIZ1C4ycgh9z+grs7kOKaoS72HUho43XmMoSpvnLLQ/o5GZw5OfiXv5ekak6zqHy6rI3NFolElzztcy6kjn8FwuFyD0IaPRKIME5WebhQlrwPEGVBcLI3t5TcJlYvQoo5NhL5SjdHV1NSC050iJmB5BdH0EKZVKbmegJ7Bz/BxFbhcKBR8TihgfDAbBPM1k/YqWZvSzInc4skMjAabTacDRyHttXId2x5p+MpkE3Gz8qeth3kOo3se4VFV3+KxD23E8HgcIYLRVoVAIokF4vwo9vJskxE+SJEmSJEmSJEmSJEmSJEmSJMl9Kv8r6dzZu6uoHkY14FQPp2jdbjeT/tBscaLXbrejvBFm89MwnKzHeCdwkgYGdTz73LlzAUcEp03jmHp+NntWFZEwHA4zMdpmczQFPGb4xDXnz58PvB2cSlO9urH4QXhe4EXa2dkJ+B84banGGjPCgE+lzUJPsNmi3zjuE20MDxGe2Ww2A6RQLAaVswYpDxIQKN1u1xFFQDSxJ0CRS8xXoR4A9gKhz9UDwc9An3C2Fs0SwJ5/tLeegMfi/lHPTqfjsdo4fd/d3Q3ajTNo6Qk5Z13QWFpIs9n069HuGD+vv/66vxseO/zP6TLhqeC0uyg7Zxkym3sE8T7EAEP/a7WaI/FiKV3Va8cZhTS95mQyWZqRgr0sygPEnBTqCWDPOmdf42ebhZ4YzoiD3/i0X2PJY94PCOtlLAUk2j2GbkAfqDfZbNHnGgduFqamZNSZZjeDN4LLHdM9zQzEHlL1irFtUV4SzBc7Ozuuh4y8gi3S7AzdbtfHB2wMoz/VO64cFbHfeDyr7WTEmqKCxuNxwC3GHiDUH/Mh+ubg4CBID86cGGpPWaAfjKjB/KDewhhqV9E9fB0jN5UTj7l+lP+OPXs618X40SDMV6HcUTEbezfED9qxXC57uym6mFFOynXSaDT8+UDfcnYdzu7J7+NMVeztM5t7l7W/MLeePn06yE7Euoc1BtoDaJZisejoDPXaxpCoZmG2IH4PbIqiDfr9vvcd2optH+qqvB/MMQh7w3ZB1y1cRsxReB+4RxqNhqM11G4/99xznjXvj/7oj8xsgVh+++23vT3Aw3H58mWvI56P7HvdbtfbEjqEMq2srARZPoH85vozItdsvq6DvYKtxhqv2WwGSLenn37a/0YGuJdfftnbyMzs05/+dIDIYyQ70C7qzd/Z2fHfoEPIcHru3DnnI4H+z2Yz70PWMbO5vnDWKlwPUZ4WyP7+fiazrlk2yxH0UNNoM3KNeTQgyluFa6rVqvehZqBkfi6Vg4MD16MYQk73L8z3pmXqdDoBDyb+Pz4+DjjxlIOR38P2VPlP+H3LENi8/oA9QN8eHx8HcxwjTBVFMRgMAh2A8PynqCX+W1F+fJ8iJVAOfQ/u19TwvMZRFBEQP1/72teC9/AaStuY5ymtQ7VaDfgYIbHsoMwXpOgQXtfGdA33YQ+FeZp5HFVXGSWonDvQD+YjVU6bfr/vfytyLZfLBQge7lNdZzLHj6J2GYWn627eMys6jbMLc4SJWTZagDNuox0hun/k+xRpWCqV3F7BpnO0UiyawSzLLXs3uacHP3wwEgu1MPs/7V3Nb1xn+X084/F4ZvwVj+2ERFVDo0KVlq+ilpYdC1ixRSAk/j0WSCyR2CAWfIqCqGhTUpTShKQmMY4zY3s83/ZvMTrvnHveO+i3KtLonM0knjv3vt/ve5/nPOeZHQ6Ujgvjy7/+9a/0kq8pl5vNZtq8NCV0u91Oxg+IgmHjW1tbSwMblGc0OAuM6csM07uUFs1pHvWwWfZieuvWrbQR4Hf37t1LbaahPKhDo9EoiPJFzEXcptNp+hsOJnjG9vZ29lLAE0MpjxyqhN9hwPLk5vSYEfODzUsvvZQGLQ5EDx48iIiZcC4GNtp6b28v9SV+B/patVpNByd9cbhz505qG3ziu+FwmBkG2aC1qC/5xQHfcTgXxpW+OHDIXJmgJ6ChQGUCuGizZ8+epXuhfhsbG6l8OHgxpZBTDvI9z87OCkJ6CrTNK6+8EhFzg8xoNEovDrowcRpQfMdpyfE7XbTeeuutzKjJLy46h3DYXF9fz9IrszByWRiNLrC453/+8590eMYhnEUjNXQTc5dDgPTgxbRS9DPaAy/sXB8dg1xOXi91Y2QDBNZRtD+LVvOhO6IoDInfYd41Go1sQ2VjmdJyce2dO3dSmdlYq/VSI8rKykqWvpkFTvUAy2F4eHnRef3Vr3410fTLwrO0jflgogcoFhfWMcRG1DJaOhv9I4rOjjJjN/6PMYO9io1seJ6moO71eqnMGKNcTt3HgNXV1bQ/cNkXhWVzX+rLO49RFe5ngU11uLRardQ22PMwJ/nMoGFPfCjDd5wmVsMZ/z8vVBGRPa9er6dxpy8ck8kk/Q3PQz+89NJLWXgJO65QD10Xt7e3C6FF/Lter5fOQhD4xvNv3LhRENXntmo2m/HHP/6x8Bw8g18EsKZgbSpzaBwfH6fzBv7GRjJdz3Bmu7q6Sm2DOvChGM+CAZeNlFg3NWECh87qi86HH34Yb7/9dqojYzqdJiOLhvq22+3075///OcREfG9730vIopz5De/+U1EzAwxuh6yQQz1QF1fffXViJjt5RivaCMOOVcHAcbjgwcPklNEBV8bjUYWio2z8sOHD5OxC+Pqd7/7XUTMxgvaQ+duu91Oezj2fBh3jo6OCuFAEZHa/I033shCsG7fvp3GijoGJpNJmkP6IsaOYW3ro6OjdE+cFzF+X3755dS2uB7rz2AwKISERRQFp/E33JNfKlEfDQVnw71KC5ycnKTzGxuSVaSZQ0R4j2I8f/481UsdBNxGmoyBz5n4HQu0oz5ljnZNzMNnAcwvjGc+9+P9SucnGzXKXugxdlQ4mp+NtY/DZ8rSmKP9NAkMO+LQbyw8rGd53rfZecifvJ7rmaHZbJY6MiOKzjM23mooMNYWdlrqfn1xcbFQ7JrvX3ZuwfNwbmSjoRqRgMFgkJ0b0Y5MzsC4RxsNBoP0LoX6sfNB9009i3Fd2IiqMgf1ej2NFbwvYc0cDodZP7MRC/XBmQtny4cPH2ZGdpw1rl+/XpDl4HoNh8PUDhqa2mw2M6FuYDQaZSFpwJMnTxY6QBgO9TIMwzAMwzAMwzAMw1hS/E8YP0w/gzUQVjD2yODfEELb3d1Nng2wIGBFu7y8TFZ0eDM4xAHCh7gGLKJKpZKxDZhCrR57DvtREWOunwpxsaiXps29fv16ui/aAVZIhlr5zs/PCxbTiLknhlOoK2sA7aXtFzGzjGqZy1LWlontKV0W99nf309tCw8TwoTOzs4yIeF6vV6g0UXMLaLXrl2LO3fuREQxjChi1l/qseeyqFeereqLUklPp9PMSwgPTqvVSuMQ4ooYJ6+//nryKuDesBSPRqP0b0AFuCPmFmlOFQoWFbwYTx4sAAAgAElEQVRyTOnGJ6fdXSQy3u12M0ogi+6xADDfs9Vqxd27dyMi9y50Op2MysnUTIxpFTFkMc2ylJMqCs8CgMpW4vmlDJCInH2CPmL2hVJb2TujDBlY5SNy0erJZJLGDryu3D64J9Oh+RoGyjYcDjOPIH63tbWVUUz39vYywVFm2eB6rDsqfo/ruF6j0Sh5IcpS0WvYItOpVZyZ/65/Y7E+pRajnO12O6336Df06c2bNzNBPU69rmOH2Xea6p1FmpUph3Ytaw+GhpIwpbuMYYS1HF5XtD+Lb6po8Gg0yqjgHD6lnl/cs9VqZWLvlUolrT34G4uOK61Z006jPBHztYVT1YJFyOFWWi9mE2qIAXv/FoUYVKvVbO1j8U+lqvMaquGce3t76XuE8OBswmNH+3R1dTXzMAOXl5cZ4wdj/enTpxmTlNmnmNfYJ9hbizrqfHvw4EHaW9G2zNTA3ooyMZtQ90/sDRHz/etvf/tbRMyYf8pe4bqAbaFrRbVaTWVn4duIWVtr2VkYW8MjUM5ut5vWZh3j0+k0sTTA6EBffec738nYktjDqtVqNuYODg6yFOj4/fn5eboHBNnfeOONiJj1n7LcgX6/n8kM4Jqzs7P0HJ3XnG4eYLbpP//5z4iYC4L/5Cc/iYiI999/P51pVDB2Op2muqKeKNvGxkaa99/61rdSe6B9UC4Os0U9cE+ciTjhCthsYCvxnFVm9MHBQWpjDnfHtXoeY2Yu2hZlYBF3lBPzjEPH8TfUtUzwVRPSdLvd1P5oj93d3Uz2gs8BZYkcImZsNrQ72ogFp9E26CeM8c3NzcS2wxwEe6zX62Vzic+BKurM7z+LwjQ/+uijeOeddwr31HBU/l2lUkljAGXGdXw92ornhp4vOaQM9cDeg7bicCIeF/i/hrXxmRLf6TvEo0eP0nsmwHXXcyrvF8oEGQ6HmdgyhwtjXdP1jcNjNay5UqlkjDqO4MC9wGzhc4+G5TPjE2XHOoI1e319PV2n5x2MG64XnyP0LM9hxMoU5/7SevHfPv7444iYJ4hi1qi2GYcSox/wDsuMdBXSPjs7K7BgcS/UAdfBLoHn3bp1K61FaCM+J2jIGzOolIVVBjN+DMMwDMMwDMMwDMMwlhSfK+OHU1ir9Zx1SlTUGRay7e3t9J3GvE+n00xQE1Zdvj+saOzp0/S+HJuoHhj2AqpmCzxHzHwA2LOF+qANIuaWWrUAMutIPbkXFxfpORrLj3Jw+VizRHU02DuvsfllXlC16HO6XdQFHoSdnZ1UPpQX/cCeM6BWqyUvN+6P/q5Wq5nXlK3dagFlwVG1rLPHH+XD7zEW1tbW/ivbAx5AfCJOtdvtJg8MLLDQ0Dg5OUmeBk6fjTrAwg6r9ptvvhkRReFdFtFU7xbHNOPfeDb6ZDQaZTG4bI3XtMjAdDot1cCJmI0P9XpwmnUdh/DojsfjjIGANjs9Pc08fOgrTpnK4tXKnGEmHq9BaKOI2dqiQtEsqq1i8vCUsj4UrmGPNd+f69Xv9zPvHT9DPSoshl+muYP7qJeRta3AEED5+v1+IVV1RNFjxFpi/Lm/v589m5khWi9eJ3VNYSYDjyP+bjAYZOLpzG7AeFQP/OPHjzNtq/39/YLgO7fV/v5+xggrEyxWDwxDx9zl5WUWj86MMPVMsZig6stxGlf1yGJc3bhxI3seM/s0cQLQaDQydut0Ok3rkuoWcKr3MgFW1atQ4WK+Bmtnt9tN3yvTsNlsZsxL/J69eSqYyftSmZ4d6qNjge+Lz/X19Uw4G/OGWcxoM/y/0+kUEjJwO15cXKR/g6GMMjSbzYIQJ2M6nZaK1EbM9gl4ybHu4Kzx3nvvZd5JsJdYDP3TTz9NdUb9VAyTPfwYV++++25EzJg4i5gBnEKdE37g3pqUgtsV7Y16MdtXRejxubOzk3nsWQcEYw2sXbCetra24gc/+EFERPz0pz+NiPncuHbtWmIbcV8qM4M96G+99VZqZ/7d6elpug7rG+q+sbFR0GCKmHvgmZ2N+nz00UcREfHOO+9k+pmsW6OMbfz/29/+dro//oZ9gDWMVM+x1WqleazrwtHRUTq7lI1nZZ5tb2/HX/7yl4iYa0FCH4b3RmWUrq+vp7kObzzKxF5wZfb2er209nF6erQZ+hn9AJ2j09PT7OzEWjMqvo7yPnnyJOnSYSy8+eab6ZkqIMxnDNXmfPvtt+OTTz6JiJwptL29ndpW686p6NE3GHMvXrxI5xtcw2cozHnV6jk/P0/rjCaNefHiRZq7ONvzeVN1ebi/0Eb8zocy4AyJNmu1Wuk5aA9mC2v7cR0WJTAYj8eZXiH3LdYuTWrz6NGjpHOl6xUD4wOi0N1uN4smWVtbS+y3Ml0eZUSjnq1Wq5ASnuvAepiqA8TnK8wTZjspo5mF66HZB2F87GvvvvtufOlLX4qI+bhCH7G+HMYMfndycpLYQ2D0oa2//OUvp/duPuvpeyonNkHbaEQF71nKUi1772Thc15LcD3aDP2r7wkrKyupHsxKi5jtPcwWjSimbNezJ8ZOtVrNmJ5lMOPHMAzDMAzDMAzDMAxjSfE/0fhh1kuZbgcsfrCSwiP1hS98IYvJVwsn/w0os+bCc6N/j5hb2Gq1WpaOlq187P3U+qlnjzNVaEaz0WiUsSFgcWWWgnonWVFeY0/Z46CplzkOVvUqLi8vkwdAs1Bwxi+N0eQ+VQ2NTqeTrM6qa8IxkGUaRMo+qlarWfwlrKzj8Tiz8rPXC88s0xLRuEjWHNCsPJxdCvWCpwhMpnq9nqzTmp1gZWUlxVfjXhgf9Xo9XnvttcLzUJfNzc3MK8SWeWUycFYOTZ+9tbWVLOoA+pvZAOqx5wxGmoKTY/lVt4k9uSgfZ7rSOGn0KWcJwPXwQHLmGM7OoBoP2o74Le6P+qlmCWe00awf8CoxY029p2Wxtsw2W5RhjDM6sTZKRDFrhWbx4DTJ+I7nOjwbmN/Xrl0rpKblMp+fn2dZXTBG+/1+pmHGzC70r+p3lKXkBZhBqVmiTk9PU5nxXF5/mHXIz+Nn4ppnz56ltsX+wuuC6jmUlR3tzRlddB9h9oGygHDP58+fpzZCfbjfdE/g3ytDjjPWLBqHnDEJbcDpwnkc4VPXUWB1dTXbg1nrQb1c7AnTPRzPbTabqVxYK5nBw8xf/m51dTXVQ9kAnGlQmXKcyUUzwFQqlQKTCMD94WWEVsft27dTHbE2455XV1dprUX7M/uItQzQDhEzhoFmzeI08spOZY+p6qfA+zoej7N0u7/97W/TczG/OCMnyqssSc4Sh30Qv9ve3i7NuhQx61tdIzC/d3Z2Ul9iL8XveH9XbcIy/UE+T6D9MK5wb2ZEKnv06uoqtd/3v//9iJhn2Ltx40amfzIej7M9B+W7fft2xkjEtY1Go8Dw1nopc4e1LLBGq17f8fFxGqOa2pxZ3br+VKvVVBYd/7du3crWgTLmNtoTfcX6XBgnnAFK1/R+v5/aGSwU1sBkjR1uT57Pt27dSn8DdPzinoeHh9k5An3KcxNzj9n5mJ+6x3LfYFyBUXZ4eJh06bB+HB8fpwgF3J+ZWqq3ydmhoBWF8xt+1+12U/k1E26lUiloxHD7vPrqq6l8zB7C7xftCf1+P81VgNlc7733XkTMM+MxAwLP4fOOZmHEOGGmG8BnNs4CyPVqtVqpDzHPOEOYapNydirWi40oroEou55dDw8Ps8zIfHbT52Ct3draKmQjjpiND9WC0zMb14f3HmR1Vs06PkeU6dXq2R/vLIhkiIjsfbBerydWD/oPa+50Ok3vRADa4MWLF6le6D+MT+4jaJuC0ddoNLKxMJlMsvMlj1mNdPj9738fERHf/e53s4gFzozK61PEvB+YfaPMaM7AhXqhLBsbGwWGNz/34uIiO9/znok+0Xd7Lud/w+dq+GHBVzU4cGOgo/UQyKEd+jLXbDYL6Qj5eWz4wQRmQ5MeoNi4o0YdgF/OmIKPe2raRQwoflHhztN24EVBRf04HbxuBGyoQhtpOvH19fWMPsbl5BSpXM7JZJLRDLk/cL0aqLrdbloEUAa0HRtdymiXuvj0+/1MdJDrrC/9/IK6KMzn6uoqC5dioVKlFPMk1Y2Rxcr1JRzt02q1SlNc495qSMDYGQ6HWUiChgBwGfjAoP22tbWViYNyX6qBicMeNF0ji3prmJWOk4jIwkciinMuorjYq8GNXyj0UFxmPGSoMYLnjR4wysKKNPxjMBik32kaZ36OPp9TvavhZzweZyJxTPlVYTedB4zz8/NsbWEhWqxZKoB7cHCQpa7WdLj8u7JDfhndVsvKYQEqfszrHadFjohCiImGdvA8Q324DGqw5Bc9fbliIXgN5eHwFN3P2BCPsquA9uPHjzP6L9Pm9Z74rNfrmSgjhz1pmBUb8DTsgw+7eqApG/csiq4vbNzW6B8YAnQdQdtoWVSwn8ugB1+eL4tSefOhsCxsVYVGy67lumu7Q7zzk08+SXsGh79EzOaNGhdYLF8FqTnBgL48sjOHQ2UjiuHeaAcOPcY9dczgs9frZenBv/71r0fEbK3RswafZVB2nsPqXMLveK/FuQC/6/V6WfthDK2urmapnVmYWtdrdlyxIyFiHvp8dnaWGRQBPsfhhfaVV16JiNlYR7+xIULDnwEOA2NHCX6v6YP55UxT/aIuTOlH3+N8++zZs1QfTePMsggqtlqtVtP1Kq49Ho+zMyV+f3BwkEJxUBZ2bKBefKaBYYrDoyIi7t27l53J+aysZx+WauC1nMEOE031zns0ngfU6/VsH2SRfZRBHXE8/vF7hHe12+0sffn9+/fTeWxRau6yem1sbKSxqU4i3rNYUDaieHZVQwmfoTBneZ/QZDYoU6fTyZJ6YE5eu3Ythe194xvfiIhiuHxZUha0A8Yx7tntdpMBQY1d7DDBmMNY55d+bcfBYJAZqnFNr9fL5EDUicNlx3O73W7qG4x1NvyUkR4iiiHIKPvW1lZmKMKzj4+P0/V4NsbC3t5emnP6nsoJRvTevE/jOR988EFEzMIn1QDGzmbcC2ss72vch2V152fju1arle6BscBObj2vTCaTLKSO12Wsp2oTePz4cQrz1fqtr69n7+1ArVYrhJJpvdhxH1E88/L+xc/D9xFFYkPEbH/X8zCPpTIyi8KhXoZhGIZhGIZhGIZhGEuKz5Xxw5Yopajik9Mja/q+zz77LFE4lYnD3n8V25pOpxkVnMX+YMFn0VgA1jb10rAgnApBscCp0vHa7XaWnnBtbS0TO2QLuHpEmEXBlOWIoqCZWgNZqFQtjEpXZKA9xuNxFo7Bnm31kjMFF3WGx4EtyurxbDabGU2ZmS4qYlcWVqGhEPV6vcAawvX4jsO3+Dv23CiNr16vZ2Je7B0q8wKhbOp1BVhwja9XsOD3Ik/46upqYmnAu8Jtzd6fiKLgpVrR2dOhHgd8NhqNzLPN1Hdl6XH7q2epTEBXmVrj8TgLlTs7O8vajcuA65XWy6EdKoI3Go3SeMdzAPbysmgsnqv0d2VV8PXsidAQJWYmqJcGHvGTk5Ms1GVtbS3zJnNqeU01y6wZZVppH6FtIoohc5w+nL/DfSPy9NTsVcPv2SutHmYOW0CfKDtia2srXceUWqXNszdoUegVX68suuFwmLGpOBwM9//KV74SEfPQZaxxeHZEeYrysj0LdUTfs1dPmZplYWoq1MuMDvao69jhdNUcxsmf7AFTcezBYJCxh1iIUgWLmSGgYtW8V5WlScffF43j0WiUjQX23Kl3l8W4UT5mCaPvtd8uLy/TPqFswlqtljyjZWLcHF4ZUWTKov4aknl0dJTqg8QAf//731Ob6XmFWWpgbWC/ZuYW5gLqwB5LZfdxKA+88hqGHVEMjYkoCtnq2YT3nkWhHvwdQmu4/RCmAGYTs4vRDvDS7+zsZIk7UN9Hjx6lduA1Qsc9M3iYxcP1Y3q+1pmFsBHe8P7772dl17n78ssvpzAi1JmTiaB/MYYQDlK2L3Fqad2PeD9VNj2zWzXMhEPh8TcwCm7evJnugfMtPu/du5dConTs8Z6FeYI9hNc3FZblcwvuhXbZ29vL1g3MCU60wKy5iOJ5GOs9yxww8zoi4q9//WtiD0KQmhMt6P7HorDK3OHziI5HXmM4yQDXnVkbmnxnOBxm/Ys22NzcTH/D2OF3MrTNr371q4iI+OEPfxiAjn9uW41KqNfrhXcS/h3XQ8WCmR2s750rKyvZOwPWjOPj42zP4efqmYtZ4b/+9a8jYn7+xvObzWY2J5gZgzJw0gxAWVXM4NOkCBw2VtaeOj4AZnXj9/fv34+IiLt376bwQv0dM8L0vHR1dZXqo1EUfFZG3ZmJpowwZp1q2GrZWQFgpizWAaxbDx8+LDDU+BpmyKmt4uTkJLMhlCVF0LNlv99fuJ9xFIq+Q5ydnWVsQJaW0cQdZTDjxzAMwzAMwzAMwzAMY0nxuTJ+ALaelXnxVewX1rPDw8NkZYOFk+OYF+nksCcAYFErWPfU29jr9TLxJI63w3WwsLEopnpBOcYTZWcPGpgZ6vFpNBoFy39E0YOrFkP24qnIE4tnwfqoDAaOkQVUiwHXoR0iZlZMjSVnbwgsveg/1hRRLRZmJGlZLi8vC14jLhczkjQ2nFPYA5xCWVPBor9XVlZSP6t+Tb/fT+MBYnjcPhrnz1pEWnauu5aT4/BVA4A1ZnTssHaAioBXq9VCak/+7uzsLLO+c3uoLgl7nDXunhkhqqPEHnEV6gbYk1vGLNA6s/igxttyOk+No2f2EMC6ITpG2aOgaxl/lulJ4VNjvOHh4PZU79Xl5WXqG3iRuO00Zpg99QD6b2NjI5svyjzhv7HnCGVnvSBcs0iAvNfrpfrDC81eKxXE5zKwgCrX4fz8PHn0lLHJ4oXsidV+5rTxgKZ/LhOVZ8ahMihRpna7nQQJld3XbrfTdcraGw6HaV8qSwdalho0oqhVU6ZTpGmmOdZedeLKmIasaaZCjawBg/1Oxw4zfnTesIda2RGs0VYmXoiyqgZJmc4Fe781DS7vG/9t30UZkJq4Wq2mdLuc1CBidn5BXeFtBOr1esbCwh45Go3SvqnlPDk5SX2NTzBVJpNJml8snI1yK1uXmXaaLIPHs3qomeWBe+I8xhp3ej4q00vAta1WKzvHYZw1m82MecbnOvwb7Q5WS6VSyRjVEA+uVqvpPIY9nPdBFZrnfZFZlYAyx3gcKnuCz2yqA4j7cDIQPdcy20DXAx5zWPt4P9N6gQ3ESQeUnTqdTjPGAzAcDlPb6n7D529mR6hIM5+z9OyPcVapVNJ4wDzhVMqqXYb5tru7W9B64edNJpPC+YbbcTAYZCx8fMfsYpQB7Vqv1+Pjjz+OiJlYMoO1F7ldkJYdayfqd3V1lem2MUMJeyPGIdhs/X4/Y1zy2VIFlQFmK+HezDhk9k/EfOy12+1MZ4vHp6aNv3fvXkTMmLAaaVCW6ppF7FUUF/sY67ZpRADPFz3Xlo17rCMReXIUbn89CzEbA3uCRjWgrHwvnje4DvOSz/LKmOc1U+dNpVLJ9C95LCxKosMsZmVz/uEPf0hnGux//D7IeoP83H6/n7F59LzK9WOmZ1n5IorMJGaaswYkf56fn6d2w5zFuDw6OkrthnUDc5+TS+j5A7/n5/C5Vt85+N1WEzdxZIDaHvgdAAL8rCmL5+l8LoMZP4ZhGIZhGIZhGIZhGEuKz5Xxw14XTpUcUWRmwLKJuF5Y2q5fv568WmWaJbCOanYG1lRR6xvrwmgKvbOzs/Q81dlpNBqZDgGn6SzTRsHzYSWFVbDT6STrIzxR+G5nZydLtwhMp9Msfh7l43RwysI4OTlJVkqNd2brKsBeLo0pZyukeophsedUq/BGwLvGCuxs9S27f0RRs4TbAeBUlgz2VGg2H2YKqXd9MBike2rWpsFgkK5HP3AKSrSxpi9mj496cvlvADPgUAfc68mTJ9m4UM2ZiNyiPBqNsoxHbIlGfeD14Hhu9jjqp44P1r3QGOMyTRs8j1kbqtnD81UZIM1ms1TvCs/V9MHMctCMTlhHmGGhntx6vZ6lglatH/4bz0XWkeJ6MSNSdXKYufb6669HRCRP4Wg0yuLTz8/PMy8XjxfVtCrLJKLjkb3Xqh82nU5Tn6MMaOt+v59YLJqFYmVlJcu4wdlrMB7AkIHeRafTSc+BV5g1O5Q9OhqNsiwXzE5blOWCU5QrI4/jzJUlU6vV4pvf/GZE5Oyt/f39zMvIXjnUFXVnD+GiNLFlbBheS3V8cJ10HVldXc3GMu61vr6e0rb+6U9/iohidjmMC3imMNf//e9/J00brDHcX+ypjCimote4fV5Pdd3h/sPv1JPY7/fT/VWr4/LyMnnemcXBzDGuV7vdTulu9Z6coRD9w2mgNZsPrt/Y2Cik5Y2YswA4w6ZqCGxvb6d9HeVlho3un8xkUrYd9rP79+/H3bt3I2K+pne73SybF9bvZrOZMch4jYZHVb/jdbGMQaIpddGn7XY7MQlQPzBDmDHBWelQXswz6Eei3M+fP890Enlf0jMhM/o4y01EkYGjDIarq6vsbILxsbOzk+n3YM3kvVjH+Hg8TudnaHOgL2u1Wtrb0F9og/39/SwrEs8tnXv43NraSvfkzEwom2aNHAwGmUbYa6+9FhEzbSbNwAq9ohs3bqT9TrPBTqfTNO4129NwOMz21LLsvdifeL1TVg+vvdjbVMOPz5+oJ9qu1WplrORqtZrG7+HhYaEdWbME9eMzkTJdWT9Ss2jyGriI+crMLoAzenIGz4jiONGxyucmZS48efIkImYZ4VTvjbOs4pPZ7po9r2xO6Po4mUyy/ZkZ6TzvuZzcVsr6YA25sr0EZf/FL34RERE//vGPs7ZS1l7EvC8xh09PTxdmt2Xme1nGNWV4ssadZtDCM3q9XqZ1ib3n8ePHKUObvkcyqwq/Zza0vocok43rx2ubnmuYTaTn07L3VLA/R6NRljEQ/dbpdLLMn/hdu93+r5EmyrJRlhT/jeuimZFRptPT03QOwNzD+rq3t5faFnVnmwfrJC/C52r44Q7S0Ikyejn+jcNjpVJJxh00Bgu3auPzQbGM5h1RfAnXAfH8+fMCzThiPkg2NjayQw/fUw+pnN4Q/4aQ4tXVVcHYFFGk/GNyqYGEf6ditYPBIBOZ5JdVfYHVVMhl7chCtmqM4jrrwrS5uZk2CxxosLju7u6WhnYsCs0bj8dZ26J+nU4n/RsbL4uDYoNU8dmLi4tUBqX8cgpCNRoOh8PC+OPvdnd3M0MHC96hLGpsnE6nWThXWdpzPnQq/ZcNOBp2w/RojCuUj8vEaSfR7hGzBQn3wicf+DTkkMUW9TsWTmeRcG1j3Wy5PVSUu1arpUOfzvl+v5/aWen2/BKIe2Ks1mq1bJ6gL/v9frZ2cZ+qKCNTeLFZwhDM4puAhq5Mp9P0gsIizRGzNUqft7q6mo1Npjmr+DzTuFWgm+edGhz4wId+LUtTqgdKprqrEQntyXMJL+Mw/H/22WdprmOj5IOeHvKZeqvrFR8KytK1qtA/t4HOYz40oQxqWNS24Wdsbm6me6kALhu/VXSS9zMNA2PBYt2X2NjLdHE2fkYUD1wYv2p4qNfr6f4QLMW6ure3l4U9shCriuWzo0XDkMqSFegc5BBOPdRFFIWK+Z48l/jcokZDrNWdTifNS+xtOLccHx+n8wrGL69NGL/6wnxxcZG9zGGNWF1dTfVC++ElYWtrKz0H5xc2Qqtxk0ODOYSY7727uxsPHz6MiGIICp6DdsQnh+yqUaJWq6Xfabgai4OyWCfaWF/2MYZevHiR6goDFRu6NZSSHQa4DoY7jNler5e91HH4iTql+JloRzZc6tkTqFQqqT0QHgQjzenpaQqrQNl5HdI1jPdKtCP2F3ZYqYA+G935hZLLe3FxkY1/FtZnIeWIorMTYEFsNQ7wmR7jDs/jkC0Y/f/85z9HxHyera+vZ2EwHF6vRkM+c6GN8Dc+t6hRnw3B6G+sA5j7jUYjlUvDfK6urrIQlMlkktZ5lO/TTz+NiIg7d+5kfcEv+ixZwOVjsXwNe+cwHzUW8NjWkBoOAcIYRd15zqO87OjSRBJ4qe71eskIhDbb3t7OQqD4nUWFpdkhoSLNDBZs5v+vr69nz+FztArmlrW/Jgfh1Nr/+Mc/IiLiww8/jIiIr33ta5kRmo1kGobE5StLzKOhbxziq21VltIeez/GapnBgt/1YMjCXOQkKxpizuGPLDMQUXzPLXOooU6aDIfnNa9reC7GK9YU7LG8DrDTEcCZH+celOnw8DA9G/sfn/WwL6tBi0knKo+ysrKS+hllx/rR6XRSn+B5sBdMJpPsDMvvhWXv8AqHehmGYRiGYRiGYRiGYSwpPlfGD6xbjUYjC4Fibx48L7C2Ib0hW1fhAYBVrNVqpXtqKt4yIVW20uLfnLYyoijCCwooe1hhiVNmAXsZYXEEvZ2ZFmxBVc8GPCNPnz4tWEy5DCwErJ5+pi6yCBjqrnQ1Fs9SLxKzDVRkC21er9fTPWFdRbu2Wq1MIJrZDWp5PT8/zzx6AHvlNdzh/Pw8Y5rA+r6xsZFRfZlBAku3sl/6/X4WBsYpGRd5CRqNRroHxhUzh7QsZWOhLPUk2haWYS6XClSzJVtT0TNVXUUgNzc3MwYDwGkvEZbI9H5AvZvj8TjrG2b3qSW/jAKq7BQW2ERdKpVKFtrE41m95Ow5UMYfW87hAcC90FbsHdN1IGLe95q+cnd3N3lL0W5Mg2XqcsR87l9cXCS2i7Li1tfXM8FF9jppWNeLFy+yFO/s8dFwLg5NW8S+4HA/DnOIKPa3in2yYLRSyNfW1lJZ7ty5U6jfzs5OWp+UiXZycpKlwy7ztqoIJJedGQJoG5QLv2+1WpkoNrNBsdap16oszT2Htyg9n+eP1pXFXZXpo6GZXGdufxWG3Nvby7zySqvGb7n9OLRGqVm0tgIAAAOfSURBVPjXrl0reN/43sygVOYPjzkNJ1hbW0tto/sTh3rpXOK1hZlP+L1S8Xlt1j2hVqulMuP+8B6yt1jZTp1OJ41RDgnDfXR9YyaDJrjA/zc2NjLGJkPbj9cR9pxzHXZ3d9NaBpr/5uZmtl6Xje0yD7yyl5mVpZ5fZllqP2Hv6ff7ifHE6Zsjiqxd3W/Zk466I/32F7/4xUL9GZeXlwXPPj41JJhp/coi5PTbWFvQl7xPKOOSx62y0njvwz1wT9SrVqulNtJQDWZzaojpzZs3C/sstwsz0JQdweHJPF/wb5yN4dFGWBfqgXKhTOhz7INgxvCZXJlyLHTMDCbUBZIOGorc7/czViWHzCiLCO26s7OTpYtmFpiuLRwypGybDz74IG7fvl24nhnHyrxkJsiicyYn1NB9l+eghpugbhF5UhAOi8M1LE6v+x/w9OnT1Jfoh8vLy+ycyGGvyoTmua5nVhYExt6jYXsc6qzzjeUD9MzA7YKxir4pk1P45S9/GRGzuYT2U/bdZDIpCAbj94uY/WVJTnjf1r2KzzloD5xR8IyDg4NCeDx/svzCz372s4iI+NGPfhQRRVHuMkFyHb9cJg1F475VEWi+RqUFKpVKIRxZ21HPo/w+CNsDrmE2G4dhRcwZb8xG1jMXj1V9n2OpCuwFYKKNRqO0tkIWhdcfDjNjNBqN0jOawowfwzAMwzAMwzAMwzCMJcWKMioMwzAMwzAMwzAMwzCM5YAZP4ZhGIZhGIZhGIZhGEsKG34MwzAMwzAMwzAMwzCWFDb8GIZhGIZhGIZhGIZhLCls+DEMwzAMwzAMwzAMw1hS2PBjGIZhGIZhGIZhGIaxpLDhxzAMwzAMwzAMwzAMY0lhw49hGIZhGIZhGIZhGMaSwoYfwzAMwzAMwzAMwzCMJYUNP4ZhGIZhGIZhGIZhGEsKG34MwzAMwzAMwzAMwzCWFDb8GIZhGIZhGIZhGIZhLCls+DEMwzAMwzAMwzAMw1hS2PBjGIZhGIZhGIZhGIaxpLDhxzAMwzAMwzAMwzAMY0lhw49hGIZhGIZhGIZhGMaSwoYfwzAMwzAMwzAMwzCMJYUNP4ZhGIZhGIZhGIZhGEsKG34MwzAMwzAMwzAMwzCWFDb8GIZhGIZhGIZhGIZhLCls+DEMwzAMwzAMwzAMw1hS2PBjGIZhGIZhGIZhGIaxpLDhxzAMwzAMwzAMwzAMY0lhw49hGIZhGIZhGIZhGMaS4v8Ap8qlIh1vOuoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 6. Recover face images form low dimensional space, visualize them\n",
    "# begin answer\n",
    "for dim in dimension:\n",
    "    dim_eigenface = Eigenface[:,:dim]\n",
    "    dimen_reduced_data = np.matmul(fea_Train, dim_eigenface)\n",
    "    original_image = np.matmul(dimen_reduced_data, dim_eigenface.T)\n",
    "    show_face(original_image)\n",
    "# end answer  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## You are encouraged to apply LDA on this dataset!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LXFNIbMz7Tk5OdhB/1AvnR7VFXs5Hjx4VUaMeasSwM/fUS1arVRZKxpA5R7+U9nUOcR8MBknPeh7DPB3tRYi9dCOdMdSaZM4RW8/2ZDLJEJTz+TxD0JDsXeULHcY6qCwPi2C4Kr3BEkf3+f6A1+j+fr+fheJwvfA1S9eOx+MMCaw1Yb1eZ30pIZKMdq+2+tpDVInPZavVKkMnSP+TyWTHHvjJNdU9/ePxOLM5roOOjhLyjWXKhtS3vV4vS35B5Kz0LY/9crnM0F4Mg/R5zfUSsUWhqE/Oz8/T39K/bPD8/DyLJCCay0MA3Qb5HIXAkHy9RI/g8zbHpOrOhCNO4ExUq689sqXj4+NiuK8+HemjulxeXmZzJVFnmgdLiDxHdqkus9kskd1rbtLzjo6OMroBIpRkR+qv0rrOEHVPqKMxPJlM0ndqA+c7fzcsRZOUws6++OKLnTI/++yzpB/fz/L9x8cX52N99/XXX0dE7CQHcPSL7JAE5v/+3//7iLgfB//8z/8cEVvElGz0wYMHyaaFcFM/9Pv9DPWv+nHO8f46PDxMc4OQWgplG4/H2Vonuz44OMjCzbjv8fWWhNpah/Qd1+F3CfWqiJ8qVapUqVKlSpUqVapUqVKlSpX3VH4ScmeKozZIKlVC+jTxQJRQKSXeFPcql1Ai+3iD/jW8Pk3iHrfSc0qeThI5+b1Ev5CI0H97l3aUdOrInRKqx73R5Aby0/HSM0jgV0Joefnka/GTWnozmtpKbg/3yA6Hwx0CMq+TP4e8K95GevOcA4P96OSsbF+J58Y9c/QSOOKH3g8notRJeLfbzVJBl/gB3AvV6/XSaTN5O/T8Usp73VfiiIi49wQoZtVjvsfjcYY2WK/XGZKAfBWql3t1IvK+JKJA15UQMu7tpn7cK19Kee1oA/I6uF3S8+De6OFwmBEd93q9nfTLbDvjuD0ennHciqumR9DrpWfwNx/z9AS755hILeedca4Q15WTF/L+Uly02wcJ/Tx+XtJut7N+UnvOzs7SHPH8+fOdujNta4mDyBECped5inj9zjLVFnJ0eBroxWKRpWEmKsL1TF4Gt79ut9u4FhDV6ogaclQ5OTxtzrnCaKuyNc6PtIeIbfw9EUeO0OA8XFq73GsdkSNvlE778PAwPVNzDMedj0HyyTjvAW2QqZkjIn72s5+lNmgOUrvI0SEPuvN+0BvobS7xxsn7+s0332RrAudF32tE5EhSeYeHw2HmlaRePJU0PejOGSfPZ0Rk9ePYcC8tx5J+++qrr3bu555BHAqSJ0+exAcffBARu2uBowbII6N2+Nr4/PnzxNNS4kwj0XDE1hbIh+QpynVvRM7tsVqtMoQhkajSrRPPEyHnnmamqyciWvd7Hebz+Q56hL9FRDZ/6JNcWhobRDZqrXKS20ePHqXnORqQKaj1KfuYTqdZHTin/elPf4qI3ZT3EbtcJxLW3ecrIi59XzUajbKxTs4ZR+xonEVEQpx4XY6Pj7PvyPklG3BOlS+//DLjpNG+sYQ04DpD7hv+9sc//jGtUWrn4eFhenYJSak2i7uI70bSjfh1aOPqX/UF1y7pjUgTXeOk4VwPHcHE+V9l/vVf/3VE7Nqso5hVl7OzszTfcC/lhOfcd6s+vhfqdruNiPnhcJiiGZw7kXbl6zvnYdVT/UduK7fH58+fp3Gl8an1bLVaZSTZtM+mCITLy8sMhUX0lpA/Ilsej8epD12PvE/jmu8qjn7jHsXHZ4kr0HnLut1uWkOcU+jm5ibp1N8Ruffy/cFvf/vbYjIJl4r4qVKlSpUqVapUqVKlSpUqVapUeU/lJ0H8/Fg2Kz9pLPEkuLfR/6a8Ky9PiVdmH/pnn/ipZYkDo8Q1Q8+oPv1Ev4RecoQQkTHujSvpo8Tx08Rfw+vpnfDYa6KBmvRITz8zHJT6V//7Sa1/sn70opR4bnSNow2I1mEayYjtyTK916V2STwzSyl+WeUwK5LqIsQL4+glzN6hZ+qEeDabZW2lnegkvuS5dPQEbdDtsJTxqJTxhB7AiO0pNb1B7tXs9/vpBFv9IM8A7arE36TvdHJO9JZ7qumBcc8UvR+MQdf/7kUmD40jmUrZZCTkRXoXfjOPw2fmBwlRL+4RJ8rMkVZME+vjOmLr2fDYd9bTU1UuFossO8Y+VKH0ORwOU/3kjaNd+diV0C6J1nGEA3kynJvHs4+V5PDwMJUhz70yxzCLmMYXORic10m2TdQXuX30m8R5ZCaTSYZyol0RPRERRRQCPVRuK9IL0QY+H3Q6naJXzH9zWS6Xqc+IanWRJ5hp6t2rRl4OH3vkYfJMIvS+OocQ10Z5ShXLz8wvnq3s7u4uQ7Homslkkv1GFFgTV9Rms0nebuc0I/LEOU6Gw2HGk8VxoLXNMxWSo4aeR18vmbGENhmxtf+IPMOJnndxcZEyFnm/lRCD8lQPBoP0nJ///Oc7ulqtVhmPjObMJ0+eJD18/PHHO/eVeEk0Pk9OTrL++vDDD1O9nMfn9vY2y9TDdcnnebX9yy+/TPVRnWlXPgY1nh88eBC//vWvd+rCTDNqh6NGI3KUB7N3lrL7qW5aC3xdevPmTYaw4FztqEJmHyzpRRw7shlm7ipxy6jt0pvazN9UL12j9jEbmCN6Zacsi3OF0DbSp/r77OwsW//IPSd0nmSxWBSzV+m54i/xde3g4CDVmfxO0p36y9eL9XodT58+jYjt+KLOmngSb25usjmWXFdEZFB+9atfZVniiBqVyLaPjo5S3WXHGsNHR0dJD55WfDabZcgizRm9Xm8HNRuxi6RWXRzxudlssjGrunzyySepXZ7NdL1ep2c7Fw4jF9S3r169SjpVu5iRUuuQEMfauzELHsdJxD1a0lHMspOLi4s0fn0NYV3ULj1vMpmkeUa28Mc//jEiIl68eJGNSyGGrq6uMoTWL37xi1Q3Zg/kJ+uusm5vb+Ply5c736lOz58/T3X1CBpGaThyajweZ8hc2cJwOEx26JyN19fXGXJN7Xv79m0qS3OZynz79m2GPJNdHh8fpzK1D1FfffHFF+90ZvFvJtRrH3Fz6bfSC60vFqVDntIGSuIvDizzz5ESqSjL9Amak77D6vhi5GFdq9WqEW4f0RwWt08IG/QDIL6Q+maTB01OvMjJx19MWRb179DFUt31nSYfHppISukyvU96vV42OfJlxkkLuTH3FxVCEn3TqEF9cXGR6uKEjTwQKB1s+YtUt9vdSbNNPZIw1/vy8PAwTRpaBAln9fAxTUy0Xydw5QuH2wB14y+RJKfzF4n5fJ4ttkxP7YeA/E6bA0JbVb6HmXS73cyeSLTmB1pMF+khKBz77FfqkSE5WlDUPm4M/UBms9mSm3vI0s3NTZa2mP2lNmvzQ0iob7xIIKxFTffxsMsJOufzeTaPcgyTDFT6c3GIcL/fT9+9ePFi59r1ep2F36lsHmZw3vFwGy72HmJHuL0v0urn09PTZJN+WNDpdLJU4zwQc+gyw8FkY6qn9N9qtVLbShtKJ0bWb4vFItVBbSDs2Qm7eXDmL3p0ivi8f3d3t7MpYpnz+TxtWryeXAf9QJfwZn+p5vxdWp/8IJe69kMJ1e3o6CgLO5tMJtm6rpc0jlnC0FUXbdZ9szkej9Ma4PMpx5ITt/b7/fRS4E6E0WiUrYN6Wf7++++zcBEeejlBMudJ1Z3hGD7fcK5pSirx+vXrdJ9CtbgpFixf/SX9/PDDD1kyBL786MVBYQR8gSMZq9qqNuk5TrA5Ho+zcDPOnf7yfnp6mp7pYbKHh4epHRrXqvtoNEoHxnxpj7g/xPqXf/mXHd3KZnmor/ukz81mk0LXSkTwerHXc2Rf5+fnSR/SFUNX1C5dr3K4lvheb7PZpHpyfnTSZO4ZPCRbz2UIlR9avX37NptrOSY8jE7ypz/9KZWvwxzZ4Hq9TmNAuuUhvRPtktDciYd1zYsXLzKnyHg83iEJpz6Gw2F6ptY/7omkP4WnyAa59/K56eLiIl3vh8tPnz5N1/3yl7+MiO28s1wu032+v+12u9mhDsPmVS93/C0Wi2Sj2pPyPUTjWfX86quv0rzrh+2kFND1PEiTnWo+LIWmyrZVv5OTkxSS5OFWfEfUWJKdfPHFF2n8++Ffv99PdqGDau5b9ZzXr19HxL3+VR/p6ptvvomI+/mRa3zE9sC40+mk+2QnPLCUXemgROOZNAX65P6A9kC9vnjxIumPCQUi7g8RPQxJdvb06dPU9zqkkR5PTk6yvbLmh8ePH6f+VT/89re/TbpRiB3pGGQfngxnNBpl+z/tQUmd4nP8ixcvUn1UF63NR0dHaf8s3Wr+//7777N9sP7/4IMPUpmycd1HJ4yeozo9e/YsjZd9UkO9qlSpUqVKlSpVqlSpUqVKlSpV3lP5N4P4KYl71wirK5E0l77TZ1PoRIlklc9veh69+e9CBk1PJMN69FyHwBE+6FDYkte1CRrrf3t9vX2lNHJOjBiRe7Z5n5OKEhlTSh/qyAWGGHjdV6tVY9p4kr45QW+pj6gz17+EcHadmOtEmhBQD00oEVSXQmYc+s/r3dvFupGA0T1mEnoj3PtKEl55HuihctRGyXsqIaJJJ9H6jiEeTUTkETmKgt4v9/BRP47eaLfbO8gDti/iHo7PsggVdqgu0QeePpREx01Cr6YTZrZareRh1gm9xgtTwbqHhCguD3+az+dZ6FW73d4h5WMb6DF2kmaG3znqjgSiDoumXfncRAJLR3uwzj5uiAjTd2ozbcjDOQaDQfK0EV1GFCB/a7VaGYmjxtabN2/SszzUgH2pdsnzM51OszmF5bgXmggI2aZ7fh4/fpzZHRENTthNQmdHAOqTqZCJPNFznHiR/Sz7pafVvYTUvyOfSqhAR0UsFos0pyiEguuv/lZ/c67R+Jetch4WKkIeXc7VpXCzpnDy4+PjjPyRqd49jFRe18vLy3S9I3eOjo6SR4+hYRH3+hQqQWNBHsVut5uR/urz0aNHaf3yUKzZbJbap/Bf6fzg4CDNLUSWOlJZIQck6pYQaaVx5WjTfr+fzRtMBe4hZSS+FKrK16DxeJwhk/T/73//+6Q3CT3NDNWK2NreeDxOOpX+j4+PU7nycpdQzOobXfP06dMM6fq73/0uIu77maimiN2QLw8/57WyGfWl+jtiO1YdkTqdTjP0lsY3aRi0VkkHRETyOfrf09Vzri0hnFWubI5ruMSRIPP5PM2RJDjWb578gqgxPe9Xv/pVROyilhgix/va7fYOwipiF/2sOguJxrBckv/rN9mDE8G/fv06Pcf34p1OJ815GntErQv5oX0PUUS+njMBhfShuhP17vsw9cPDhw8b32NYZ9kvUWb+LvX06dN0r8+L0+k03evj5vDwMNmmJy+Zz+cpPFZ1/nf/7t+l+z2VN99LiNyT/lSm9CFEn/T48OHD+O///b/vPEfzw83NTRZyy9A0tUFlvnnzJrXZE0i8efMmI4NminO11QndT05OEqJIa4BC1A8PD9O85uNzNBql+VA6E2ppvV6n52gMan69vLxMyEYPYzo9PU11UMgtCfx1vdZDCcM7VZcnT56k9VXIH63vd3d3qX7+XlV6D1QbfvOb36T+EepOffTq1aukN31qXzEej1MbnTqB87fqR0T83/7t30ZEJBtiCKPmdKHvZNeffPJJhrorSUX8VKlSpUqVKlWqVKlSpUqVKlWqvKfykyF+mhAWPHVz+XP5dt6F44deK7+eXkNHQOwjQeZzHNHR7XYzNEsJjcLfSqTMuqaJvJeIJAnr6SgiCcnbHAFRSpVNLiInuaVngKiciN103SXxFHbvkoZ2sVhkyAye3ns/M2bV4+Ad9cE6MCWjE7vpFLjEZ0JUhHu0Vc7NzU2GDNJJ+Hq9zrhzDg4OkkfKie6Yntrtnn0iYcy1c5aQYJapClmXVquVeQLpNXckk98fsbUPnVqTd8LRbIyjJ4LBU6arvw4PD5MHzAn1yA8lj4r0ulgssrrSI+i6JYmvTuKd44NEp5JSOtTS/ChxQuHj4+PkjSBaxDlHWPcSwWvE7lj330iwLu+RPGKj0ShLjSuvCTkzfEy0Wq1sbiF3gKfwlg12u92kSyIsdK2jgNbrdepXeaKI+HGeG3rCJSSUjbj3purZzjH/s4tZAAAgAElEQVSxWCxS+Y7eOjg4SO1RH2o+7Pf7GdJHffXmzZssTp3znKdtpUfcxx49hPqbKAyfi/i/z+kqezgcpv5SG9RfXJdKPEOOtJIQKeTp0lV2xC5ZZ8S9zet3PVfec9qxvHHSNZFhpQQB0qmexxTIEtk/kXVO6DmbzdJvTtR4cXGRoe4knPs055IPSLbtXs31ep2hPLguOkGv5q+XL1/u8AtRZxHb+U1lXlxcZGgIIpvkoXZvPpHbjoY7Pz9P41B6dFRcxHbeoK06ibfqcnx8nFA8r169iogtr8Z4PM44PRwNE7Gd3z788MNkk5pjNFccHR2lMa62Cjk4m83Sb45KOzw8THoXokN1Pzk5ydACeu7Z2Vn6TR5//fbDDz8kO3cS08FgkHFYSC4vLzPkmtp+cXGR1he1ucSjonZ+9NFHySZ1vaOQInbRm6qn1prf//73ERGJxJpkxkzMoPuFAtD6rt8eP36c6q77pM9+v5/0pvYQUfm///f/3vlNY/ji4iKb96Xr1WqVcTyen58n29R3ssN+v9+4T/7oo49S/UoIcSekVd1ns1n6TeNU89c333yTrc+yvdevX6fxIlSDhGm+SYwcca9/9S9JvyPuSXyJzou4H9dOSK157smTJ+nvr7/+euc55IcqcdN88sknqY0RWxvi/k9zJ9ui+mlskBjbORc13r799tv4m7/5m9TGiC3Kj/syla25djweZ7r6+OOP03XOOUXyb/UNCcilU+es6/V6xfks4t6WfI9Krh6NF/UR9/ZO+Kx6Xl1dZUg8yYcffpi9j5CnS+3ypBEqOyISFxrHMxGJqp/06Ajiq6urbM35zW9+ExH3c4ZIqoUK1DM+//zzDCXGPY6e/fnnn0fEVtfklPR5/+uvv8548DTOp9NpQvpov88EQk3cepSK+KlSpUqVKlWqVKlSpUqVKlWqVHlP5SdP5+4cM0TSNKFZ+Nu+sij70ELuVW+K4+cz9mXP4vNK6dlL3BKOOGHmI53SM5uUyvI2839HSJBfw3kgyM/QpCu207l0InZPMiN200Z7Jid6i/20mbHkEmbQcMQPES7Of8KMM36981xQRyU+nRJqRqe+aqu8KPSWlxBG7nlkCkR/nup7fn6eytBpPPlg/LSZzyb3kK7Rs51/6ezsLJXvXhN5H/kcnfCTy8JTTzOzm2dHWi6XO552lv3mzZvkbaJ3LOLeVjUmaEP6270Es9ksQ6HIs3dzc5P6UnVRX7bb7cyDSDvxOHPGq3v8POPP1Sc60SfniWd5YipjR8SQd4J8DLrf08bTI+6cSkzt6ug3cu94Jjnph30ijx5tzscnkQje98yg5vbLsdTEOUVko/qdqBd5pOSlXS6XqY1eJrmVZId6DuPMHVXY6XSyGHmmvPW5Qbp78OBBFq/P+Uft8fm00+mk+mlOcRQT9agxeHx8nGV+KfFwaLywXU3zfsTWtuXRYvy5PO/0wDmSSbo6ODjIODok4/E44wAhqs1TSKvswWCQxk4pTa9nLet0Ohl/mK5nOlrP/rNYLDIEDtdyoSCEXGAbnNtHeiylkmaaepXpnFqdTqeYUlu/efY2579hHR48eLDTfuojYttPGl+65uLiIkP8ihuBfB+eOvzFixcZ35jmLa7v5KJQmZyDIrbr5w8//BD//M//XGwfEU26nxnpHEV0cnKSZYtUmweDQcahRa4lR2sw+6OjFvUbvdM+/9ze3qbfHWm0XC5TnzjPCPebvs68ePEitV/9QN4nR9YRNeyI6H6/n/G0EWHgyFju1cSfJt4aZl6TvoXAITrKveqyue+++24HXcp6koultAci8jTiPpOTRGNW+xfOW4647/f7WR2EAJlOpztjm20g6t+Rbl999VX8/d//fURE/OEPf4iISIgXolhK2c7UN6q7uFWurq5Sv4qXRL8R3eroLaIlNacwq6yQU+TH0fhQH6ou5M9kxj/Vm5mYVL7q4Ehl1e/BgwcZjw+zMnLNYNm9Xi/jzpFeJ5NJ+k4IDXKNyY58TI1Go2R/zABFlCLbxSyOsn/p4+c//3k296m/fv7zn2d7GdnO5eVlqoP6ie9d6htHon311VfZvlZIIa7Ruk/6ef36ddoP6H6189tvv03rtHTG+no/L5fL1GbZqK65urrKxizfkTxTnbiLiNj87LPPImK7Tjx58iRDhGmsr9frVGfpU/PXBx98sDM/RWzt+dNPP03rj8a87P/777/P0Jx8X93HOSz5ix787DuQKR22+OZq3wHLjz3X790XXsWDGT/g8BfpJmkKVysZV1OdJU2kuKUQJULuvI58aW06VGM/eFs7nU62WWRIlG8UWLbXkxv7UtiY2wOhnH5oxQ2f6uyp+rjh9b4pkSDr/9lslr2kMgRDk5NEg5VQfD7H28xUgrrfofj65KZSf5+dnWWpavmi7yFrrIMWnBJJtm++md7QD24kJEN3PS4Wi6Q3bYi4OfC687laZJysdrlcZnrkJsbDb7rdbtosOulvRGThbXwJdB27zihMD6xNjp7HF0ctQL7oMnWkz4HcIHqbr66uMjjwYDBI92phpajNuoZjyw/9qFtfuLXI84BPm28Jx7TPV71eLws9YTp5PyzXIn9ycpIWS5/DOp1ONgf2+/1UZ/3G0IZSCFrE/Xj2tLw8UPEXUW4qfB5V/Qi39wOnxWKRvUTKrhg2WSLN94MebfQODg52Doz1nIj7eUf11KaRYYx+eNjr9VJdXS8Ru+FbbNfz58/Td2q7NlRsh4eRDQaDNA+oLLbdQ4JLYcYeJsvUri68j6Glqo82w5LVapVeOPwgbDQaZYeotC/Zn29EGQbmNnR4eJitxXQK8KWF919fX2fP4YG3/nY4PB00JHT3UDSu4Xqx9rExGo3S3MxwuIhdQnY/qCMNgO7nmtxEtM8kAL4xv729zV6m9ZJxfHycfnOC8Ol0mnSjdfDo6Cg7wOXhn+Z7Hy+z2SyzTYbQ6j4nxL6+vs5sgOEqGl8kc9Xzf/vb30bELpl8xL2uOZdLDxH3Ns/U2BG7+2In0NZ4XS6Xya4YstVExDybzXZCBiN2wxk9tLEUIsYxK71IN54M46uvvspSILNPZY8eYnpxcZGF7/LlU3XQ/FZK2EJnkdqhQwKVdXR0lMK+dN/L/zf9drvdTjryteDx48eNIYR3d3fFMOiI+5dlkhBTV9PpNI096UhEsxFbG3OqhtVqlTn+VDbrIul0Oqlc0idE3K8bfsgrWzs6OsoOHpnKW2PbCaBns1naq2n9U5mHh4dpTDABjZ5P5zLbPBwO03Nkh9oTDQaDpCvZEMPcFE6k8KXxeJzWHNWF4aCyX9+nvn79eme+iNhdlzwRgfq01+ulMes2wPdH3fdf/+t/jYh754X0Lt1qfD979ix9pwMZOUsYru3h5YPBINmx9rCsr78nXV1dpXaoLrxe+tYzmazA301oo3/3d38XEdvDXYZfy1adEP/x48fZfl2/3d7eZvsx6tUdrrKlTqeTxryHZJ+cnGRh8iWpoV5VqlSpUqVKlSpVqlSpUqVKlSrvqfzk6dwdGl8K5yqhgvw+og3+XBJof56EHqZSSNqfU2aJyJbPaSI0ZJubUESl60vhUvvIruk5ct2WoOEeEtXpdNJJYykdfBOh5GazyQhmqQP35DIUrUR6XUp3qWvcg8hrHUVUCj30ZzBUxqHrg8Egg6U7qohSSm/t6SUZ5qaTaBK7uf45Jlw2m80OkSzrdXBwkL5z6P/NzU26Tx4Bevc9ZTghsTqVFnySIXol2KV+Y1sjymFdEnqWPFSANqo6SFqtVvIKUEcRu6E88hjxNN6h8UQk6JTeryEyw1O9t9vtbJ6g597tnkg7997d3d2lOng4FwnPHRlQQsixnx1RQGSCdEOItdrpoWtEzzShKxla5infHz58mI0nhmk5yqb0bI5P2W8pNEQeIkeZMdW4h/KUxjpT0rtXnfNVKd2o6uZjQv8/f/481Z0hjhFbj1HELtlyxL19etsJz/eQkBLJM23WxyVRep56mh5491bJhjabTfJaq60kvXeCUqabdXi46jaZTDJkBtFiJWRoiQRTbSBai/q4vb3NUECq+zfffJMIGoXMkof09vY2eWlVT8G9GTLn6xPnKyJlI3ZTSft+YL1eZ0gJ3ffgwYOs7t1uN9mB+kT17Ha7qY7uWWXaeBLTR9x7hYl4itgN/ZT9aR7W87///vsslJLziO/fiASRJ1261nOZdt7J+TebTUZw2mq1MjSJ7Pfs7Cw9h0ifiHt78flG197d3SV7cgQD96e+f6YHXWXKW/7BBx+kMtQGer2J1Im4TwkdcY+M8fAsobrm83nSnyOJ1+t1lsyC6EDvk+FwmKHGOX973bm+OwJNCIuHDx+mZ6ou/+t//a+IuB9nQiA4oXu32832JppHnz17lp4n/RFZ40ghrl0qg/s+lSVvvvZLR0dHqe4aZ//n//yfiLi3r9L6HHGPCmIoE+s5n8+TblS2yJoXi0Ua904MfHNzk+2VZZfn5+eNCTzYn9JLaZzxGkfLkEhf9RJJ8z/+4z+me/WbbFP6JPGwhO8/TiTOkF21S33JdxTfD6jM09PTVBcPKWb9fE//ySefpDWLCE/ZluYGrRcPHz5MtqO5iKGRus+RwJeXl8U1IGIXOeV7KK7hmlP0jNPT0zRXqv9Uz36/n9Y29aWQbIx0cPRjq9VKupGNcg1Sm4k2872T7m+1WhlCiLpWn2hd4nwvtKOvE+PxOEtmo+e9fv06leHJdz777LP4h3/4h53f1Ha+i6itQkfNZrMMkat+W61WqS/2SUX8VKlSpUqVKlWqVKlSpUqVKlWqvKfykyN+3kV4KtmUen0fmqX0274U7PvKKCGSmu5pus/5bliOI2IictQFPeFeBvVTaqNLEykp68zTY/3uJLfkFPKTYrbZf6OX2MlFWYcS3wqJHSUltJE+m9BbRBs4tw3r7romJ4inVR0Ohxlho+4bjUZZGnfWn7HM1FGJRLaUFpxtcZ6KUv+61+ry8jLTo+rL0373/FC8n+kNJfFZxK5XzdEN8/k8S8/O+/zZi8UiQ69IBoNBxplBj4+3y3mi9Exec3d3l10v2zk9Pd0hiPbnul2RA8A9ZSUEmr6j99S9Jq3Wljje63d9fV0kI1abNe84mehwOExeFsZASzzmnRwMJcRjxC76yOe59Xq94x2PyL3fpbbf3t4WOYxkA9Kb9DKdTlN7nECYfeLzImPenfOh2+1mCDQi0cjdxDYT2ei8WfvWoG63m6WeVjsvLy8z8mTOoaX1whFWJVJt6ZhrF3UasSX0ZP1IbKr7pXdHQLx+/TrZofrIuU/4PKKBnD/M1wEK0XA+3/T7/VRXT2s9HA4zjhmi76R36UGeztvb24wXiqgD1UG8H+ISIPeIo7C63W5Wd7WdKa8dwTYYDBo5zLgeMNWw7pV398svv4yI+/EjJJMjS4kK1HfyZr548SJDh6jfiZKUsG/2kdiTe4VlD4fDVIaeS2Sc2i0vO1OWC21AndF+WHeuUyqTSChHfHPs+zhmml/vZ+rOuVRYF+d3IcJDdZWtCq3ANMmOSLi9vU3efHGkSAeTyWRnzVF9nXeG64YjJjk3qT2OQHvy5Elmj2pnp9NJdRcChOmRhUqQx5/cO2qXo5Amk0lqv9AzJdJZCRElXvfz8/MMcSld/f73v0+kzBKSDKvNslEiapjyO2J3DReqQNcTLSId6Rru9x0hTkJyRwz6eKUeiL5hWm61T/Vxvpblcpnq5ftv8iPqN+3Jz87OUrscYcvkBr6fY8IKt0fyyxHdHnHfH56qnSgptUvPE3rm5uYm4yss8fNp/Hz33XdJf44E5rxN9Kzq4HME0eeOMtPcMhqNsnmHRNMSIXD0vI8++miHVJ9tJ3eXRGW9efMme1dRavTpdLqT6CDi3r5Ud1+vuQd1dA3Hs9qqdZfrtJf57Nmz1Hf/7b/9t4jY9uVyudwhZVadI+51rfVS35GXtBTBIV35e0wTf22TVMRPlSpVqlSpUqVKlSpVqlSpUqXKeyo/SVavfcia0vX8vylTEnlySuiGptP3P7cOP/a9/+ZxnyXelX28RkTulFA9Ekc+kNNm33NcSpnM+Jt7uxmf7R7+UsavEpcO0RP6dO4hnmi6V4Fx3SX0ie5r4upZr9dZmmjyaejZnnZxMBikE2w/rWYZEqZ+b9LxgwcPUnyp8+zQW1vKCOe8RqVr9LzFYpFl3CGywz38zELh/ayT6RJSqJT23BE89Py4J4H3eZm0BWYl8evIX6Dr9Eyig6gb1uX29jZLVV1Crjgi4+bmJrNR6k4eBM/QRGSde96Xy+VOljI+r9PpZCg46sgRE+Rycs8vs6B4nD89I45WYFnuhWBssn4jCsPbTH4Zzg2sy2KxyLiEiPBwPg2iBkq8S0SKROyipBwpwjY7go/jW8+RrskToL+dL2Gz2WQpsqkfleVpd5mJS7qS557pjhmvz/pTaGvkNdP9jlJg37qHVN5oIjPc5sgB5ejA0lpOfhmfkyQHBwcZ0qokpXHqetxsNhlqSNJut7Nsb1zrhAhQe4T4+eSTT7Lsg0QweTaq3/3udxER8Ytf/CLplPwFEbucFJ6RhRnhVBeiGyT6W2tep9NJGRHpsXe+A2UsYaYfIpH06Ugy8ozIW0q+oIhdDjO3nVarlfUvOUScd4k8WJ5ZTN7e4+PjzCustiwWi52U3yrT7YMcS5p/NR51DTODluYw1yMzTmn8EzkSscvf4WNis9kkhEuJM4l8SxG7KdXdxplqW2NIfDmcox3NwrFeQparD2RPRG8I3aD7mG7aEY20VecWo91Lfz4Gh8NhQtuIE4hplqUr34dE5NxW5OtiZsGI+77U77pP7by4uMiyaBItIn2rTPEXcp/p6y15lDQ3CXW32Wwy/jsivFSmxoT+H4/H2d6J7ypEgFFn5EDT2OAeQ3OfECR//dd/Hf/zf/7PiNjaB5Hv6mf9Rj4YR5lxD+Z7Q+6BHWGs+6+vrxNaw+c5osib9oERkeZV6fM//sf/mPSndeLVq1c781LEdpy9evUq6UNjQXPol19+mRAx7Ce1nWjbiO17DPcf6hNmR9N9ao/0OhgMUp8LUSf7evz4cdKV+HI0lg4PD1P/euauEhpZ89X5+XnqQ31uNpsd7je2S/dFbPcD0uebN2+yzGnS1fn5ebbnFffZeDyOf/qnf0q6YdkffvhhlgmUmfnEWST9qy69Xi/95ohPzp3a93Fft2+fI/mLHvxwA9v0Es7rmv5vKrMplOddDjwi9sOlSmV6WftCq0r38XleVy4kDgH3EJHSc3hgJPFDDV7PMC1vf+k5fmjAF4GSeBgGw4v8EIkbFT8gIemsh5Ytl8s0gHyzQyLmUohdU+ggodaakHgg44ctDAVSG6UjTSLz+TxN4qoLYfBNixPDpah/h5cTJuq64ka5KcVwRE5Yx2sd7qqFstvtpg2C2/NgMEgLsIeZTCaTLAyJ9fUwJI6RJgK6iMjqslwuMxJB2o7bgNrFDY0T5d3d3e2QG/J5bE8pJM3hvGxX05xHgm/1t55/cHCQbabn83lajNT33JCSYJv15XhR3dnP3GzzkwcdpRcOP0DgnOb652Gspzb3g2HpJmLb78fHxxnJX8kGSjB2D6O7u7vLxhAPgJrqzjBGXa9xwDT1HsJWaitTvntf0sb1m5Ovs45+oDIej4sH/f4CWiLrlJRCfNUn2piMRqMdG1N7dK2u14aQoYR+SEBovtrD0A7Wm/pj+m5PHUspHc7rOdrM8kXK10RtMlerVTrM93TdEXnf85BS4uHCP/zwQxqDXpezs7NkM9po81DOX7R9XqauGIKhvuDYU79KLwrvKjk3SKqulwLVQS8CP//5z7M+KR2i+kFOq9VqDLUrOZf0Unh8fJxevDSW9Dmfz7PxqHpfX1+n69QP7XY7hQVJf9oznJ2dZS+NehlhKJpsRu17+/ZteiHS83gQ5i/onMf1m2yPoTwMSY/YjpuLi4t04OMhPZ9//nnqZ59/Hz16lELfNP+qvuPxON3Hdd7JiJnMwpN6MJW6ytUcwcMGtV9rMcPIfB786KOPIuJ+npSOdD8P/HS9xoJeyLj2e8KATqeT9goexrRarbKQvlarlfpH7ZL+f/3rX+8Qo/M5o9FoZx8VsQ2DefLkSXqOyuSeUrqVTavNs9ksOySTfV1eXmYE5kw24Yc7HmKmMniNXqBZz7dv3+4crkTcH/hE3L/M66BDfeEOHl0XsR1nnB98/zEej1O9GF4Vsfu+5Ac4g8EgHaxo7lN9uXdV+zU2Pvnkk2yPzcNXHcJpfr26ukr6Utt//etfpzrpAEDtV4jSkydPUr1evXqV2qpP3+8w8YHGkIeP9Xq9HdL6iG2/rdfrdCCleUTj9cGDB0lXmu/1/8cff7zzrkC5vb3NCIs5flRn1WU4HKZ+1diTfTC8zfc7T58+TQdtEs3nz58/z/Y8eu4//uM/ZrajeZ+hZb72dzqd+PTTTyNi2zdqw/Pnz5Mefd/Z6XRSP/s7B6lQ9kkN9apSpUqVKlWqVKlSpUqVKlWqVHlP5Scjd34XtMw+UmIv511QOvz7XVJel6RU5p9TvyZkkpdLVIXrgd4W97zwNLMJ4VKqOyGZTSFz9HqXQuec/JSeAD9RZgiXe7RLaCr+72mKWda+9NSOeKLn3lEXbHNTmFoptEafJycnWYpbnmjrxNxJ1fhs92DyJJxtdjRJKXymhFhzEjvCUL0O1E8TASvb4+OMKTu9b0ueZrbBkUxEonjIVafTyVJ/q3yGGnnqzk6nk3nt6GH1NI3yzrFeRA9JP07USA9QaSxIHK3HcCHV3WHEm80mtYFQd/esMnzP0TycT5pC7G5vb5OHRx4VIqCcAFvCOcLRRCyD4aMR954mhxYzrEXX6RpBk4kOZLiap5sn8SuJblmH1WqVtYdeTM511KM8fPyOHlN5sphiNeLeXjzMkugNR+Kp/x4+fJjZqup5c3OThRUSQeHhCiV0H9GBjhal7fjcx9A5Ryi615x/MxxXZUhnJCrV3wynjbjvW/eul9Y69pPa4mSYXAvksWSopDycukZe24uLiwy9qfuurq52EEhsH1FwKpMEvdKNnsOQhhKZrsr25zDsz9dIzYHtdjuVT7JgTydLwm+1VYgVohU8zFWe7e+//34HeUCdHRwcZAgm1sXRaSSQll04yvXk5CT99otf/CIituNsPB4nfQshJA/1eDzOPLL820N0WWeJdPXkyZMdNJ/ao/LcBpiGWGE9TFmtMtV3ukZ1Ozs720HZRWxtZzabxRdffBERW283Qy4cwarnXl9fZyhJpoWXTklsqrLUzyqTa5xQF7JxlUk96DuGmEqIBmL6ZZZ9e3ub1owSsa/vj/T5pz/9KaFKhPoSaoPhyaoD51fftxPl6yE5Z2dn6W8htdRf0+k0rcG/+c1vIiJS//V6vSylNscIQ4AjtnPS0dFRhvLgePVwLt/vR0QWvnpwcJDGjiOWhWBhXVqtVhbCo7ns66+/Ts8W6kXp7YfDYZrXfNwMBoNUL9mJ+q/f72dJKYjGVf86UmgymaQxoDGr9nH+IPot4h6pIbSG5h39f3Z2ltYX6fpnP/tZtkf4H//jf6RrmMqcehSSLWJrOxoHZ2dnWTIK2Uun00ltLSW10ZjwkKPHjx+n9qs9GhNE1kkPQt0xzN4TQ3S73Wy+kj6ZbEbtK41Z2QTfJ6Rb1aWEYtYcf319nerOeS3i3ua09stGZWfPnj1L1/tYHI1GKYxUn0JqvXnzJtmVbI2hoOoL9bvGbrfb3UkF3yQV8VOlSpUqVapUqVKlSpUqVapUqfKeyk/G8fMu1zX933RP03U/xhH056B49l2zD6FEVEApxaF7I3l63lR/8vGUUg2/KyrJ69mkD/7vKIfVapV5NiQlDgzW07lAVJ7u5fVER7lXbV/qyIjITrApznFC8klHYZHIzFEvOmlutVo73lJeU0rVR4+uEyfS0+dcJ/v6ZLPZpDKcE6Hdbmexp7RB5y4q/eYesIics4jeZEdmUHfuaSvxbXk/+O96vtsvbUjejhLCy0nJS3HjJOZVu9QeT5F7cXGR9T3HaROSj/xcbtv09DsiodXapjJl/Yh4itjl73Cy0xLqy+2R47UJRUchl0vTXMb7nI9jvV5n3B6cJ6UHT8dc4gZ68eJFKoPeLV3vXnXGYzN2P2I3Ragj/yREXrqHifxtEpJle3pZzpnqU3LnqE5OMCiv43w+z8hZ6cklZ5HqJz1TD2qXE/QSweN9QuJy6iYidrgE5PVzxBWf57a2Wq2yhAfqK7WNdef3fh/tszQvkrgzYpfUWNwatFvpwPlSyFfkHlXWQd5S/Sabm81mWUIBea/5bCerZfph7z95klkHPY/6JIGuk5Xu468iykH9Kk+6vLUXFxcZopTpt5v6soTmpM0xcQHrtFwu03fyzFI/qqfqID3e3d0lBAOJn1VncUWozUR26Tlq8xdffJFxAxH54yTX1GsTr2RpH6G+vLy8TPOF9C/9XF1dpefItjWGf/nLX2ak8ORv0vXkTFNbhNghX6GTlko4LqUjriHStyP5NptNQmY58fDBwcEOiXbELkmz+lx6IErE1z3pg/sJ6ZaIEN/zak5crVZZPw+Hw/S77z9oA2oD12aRTmv8qk+fPn2aJQ8gz5HGKvmdIna5i3ze7nQ6GZG+o4z5PO4rNJf5XoO8JLrmyZMnGQKV6EzpQXoU4mIwGGRIUq4T3P9GbFElfK9wEl/aja8XtGMn7B4MBhn5PedHlf/111/vtGG1WqU+Ufu+++67pCNxupETS+U6+pPvRM7ltF6vs+QBJAFX+RoTJIUWysz56YjAlm7Jz+MEx+rv0WiU7U913/HxcYZsJmeP7JZj3tc4ztsqXzoiStj3/OKQOjs7S+utOKnIH6a1X/1N9JHmds59EffjjbxErNNkMskI2dmXzhHL/XPpfdqlIn6qVKlSpUqVKlWqVKlSpUqVKgvyTpIAACAASURBVFXeU/nJOX5KiJV9yJkmFEopKxg94U3PKyEm9sm7oIOImvHnlbLXUPxEmd+V6r6vLEdI8FSwxNHDZ/F5zjfC33ga6XUv8dA4oole5VK8s2cBYjparxf5kByxUuINkhBFUeKAcs8UPfaesUQnvovFIvNIqS7D4bAxM9vt7W1j9iC2gR5c15Vn+GB7Srrz2HxyZkj0jNFolHlNyM3idkSOIOeYoufIf6PX0D25rJOjh+hNlpBLp8kGlstl1h55EE5PT7O+JLeEpwMmisJRA2yfIywcrcO6SDiWnONqMpnseCFUvyb9yVMSkaOw+BxH4LBdHsvPsVSa+3xOYd2abJTpqeV1YT86D5V7tliH2WyWoTWIivMxR/4JTxvPsh0RI+l0OlnsP5/r3CNEHDV5PA8PDzOEET1gjlYit5Bn0PGsLRR6QUtZaBx9xTXBOV/YdvJnROwiQjxLFD12ns5a5dzc3GQ8ViqHKCdfk4ly8nqyLK5LTWsx0bfeJ8xk5ohGchDJG0q+OLd7cs44wpMoAl9vuQY5IoPj2pFCfIbrirZOnqyI3TmMKWoj7r3XPn/I8zuZTFI7JESZ+XpbWsd8b8L5w3nViNLxVNm9Xi/ZITmZ1L4vv/wyIrZ9c35+nmVQ1Pi+vb1NHnC3ncFgkNkfx0QTj2PEti887Xyv10t1VhuErCPHku4XV0Srtc2S8/HHH0fEVv+Xl5fJI+0ceZvNJv7whz8k3Xg7HSW8Xq+zjE9sp75z9FcJtSidn5ycZEgh9eXBwUG8fPkyIrYIC66fQgo5vw6zkTKlfMS9TZBzi22h+D51s9mmndf9RPUQUaS663rn7zg7O0t26Nw0s9ks8ZKQeygidrhdZBe6j/xyjmaOiGz+lrDffN7heiYbIKenz1dnZ2dZlj1d8+mnn6Y912effRYRW46ZBw8eZEhe9S3rs+/dQXYpXev5EVubERpltVplHJ5Efvv7osYZUTMqU3olz5mQg71eL9uvEAWnscrxr3Z5n9D2mtCm19fX2Tqh34bDYZa9Tfo/OTnJ2kx0suzRMzcyXbrap7FxcnKS+kDP477F28esV84x2O12U9+5Pm9ubjIEvMb6dDrdydIZscsNVNoTSmSrnoXw5uYmyzhHu/J9HNdYbzPHVOl93eUnOfjZ9xK+7/CF9/iLFDdxvrDuC5sqPa8EuS7VwYWbi6a6lO7nS7ELXxBLh15NZKmlAy22613Cufw3bgxLITY+QfgnhRtLJ9ViKIOHThBe62Wxvk6Yyz5xITSwlL7ciZu5uDu8k4uhv4RT/75oEo7qCysJC73fWHe/pnQ9r/W08YQ0+8ENPz1khS95/pLKydgnKdqAQzI5sZUOCbydPCTQRMuNv653G2AoCUk92S5ueiQMnSsdMkpXDteUcIPtC3KpXRLOnf6SdnV1VbRjn3tI6OxkmKX7COPVp6fi5gFBUwgbN0K+UNKOS3O7bwwJJfe0r4SS628/YGEZpQPxUmiqkwCyDQ5tZztL5Md6rr+QcrPFkCt+DgaDrE8oDHVj3ThvevgCyXE5b3u6V7bXD4+YjtyJxzkm/QBMMh6PsxASktZqI+hjYj6fZ8StEm7KfLPJA+eSw8DDHOgEcPvnPOBr1mKxyOYuhmv6SxLvl93qMFN65N/+IlzSEQ95/MCHB/+eHra0FyJJv2xN32kMMqWuUtsyNFjlyb60sV+v15ldcJPvewrOV65/6bzf72ehg5yvSPzOtqzX61SWp7cn4avqPhwOk4369e12e4cInLqNyEN6uSZ4cgMeVLndsm8Z2kV9HB8fZ3MCbU768EOG1WqVylJd9P9oNEohKB6GSh3rN86L/rLFUCOFrnBce9gHw6/dcaR6Hh0dpZduhmBKHyJc9TBZ6lhCZ4deBj28kI5QJlqQePgj98AMA424fyn2pBJMNKJ2OKnx9fV1qoPmUZV5c3OTXmoViiI90pHhJOqc53zMDwaDbK/LAzs/+OFBvspUXRj+pTqofZPJJLVZ4ZZ819N9ul5z1HfffZeF89Mxp/s8jIaOLtWFRPrSsXSk34bDYdKx7lPZR0dH2SGh+v1nP/tZfPPNNxGxPVApHbpKx0dHR0m3IuxWP9zc3OwcerAu0+k0C8uSjEajLFEL52XpQ/avflgsFplzmgdjOvhRnbiuqZ+cfP3Ro0fpOq4TupYOTJapdkTsUk84rQT37f5+oDljOp2mfvbDp5ubm6Q/9Y3W0c8//zybP1T3R48e7RyMRmz76ODgIHOq0iHhczPfnxiW3SQ11KtKlSpVqlSpUqVKlSpVqlSpUuU9lb8o4qeUwrcUWtMk9HbvQ6qUCBtLxL+6poSI+df81lTnJmE9/TqenDfVnfrwNtM75tKEOmr6nV62dyGwLumlhL6K2PVYs77uOSghXBx9VPqNz2+qe0n/ktVqlXl+6UlXvZxEudfrZZ5m6sDr4kSuKkPX63mlMBqvF9vs+i7B5p3kkx5SRxMtl8vMY0PPhRM10gvrYU+lEDEnheZvbpf08DE8yFPCO7yfdWaIk7xNrrNer5f1F+vrxM303jGNZMSut9DbVYIhO2KwVAeSfXrI0WAwSF4nJ7xkv7mns9PpJM+Gh1exfk4QTtt2jy7Jk709rVYrm8P2zav00nhZ9LqSDFfXO2lsKUW5EzYuFovUlx7WQrvyOq9Wq0Y4NW3bU1cPBoMsfIDEz6XwUYl7xBmOQLi266oU9uXjUcLU345Murq6SnYkmD2RgE39NRqNMtSXbI9eLP1Nz67QBg67v729zeZ2ei5LCEPpwNFwHLO+XyFSxdcgzhG6T0iJ7777LrVV3l3B9kkgLJJJplxW+1WWz7283sdkxNZ+NT8w1M7nNNoHx4j+Vh0YwuXjn6mGCWmP2A07VR08RIyoHidN5bop7yvJhn3MSi4uLnbCeijD4TD7TvfPZrOdsSq9aA2Rx1ce48PDw8w22Seyc0cQc472kGCGXPjYZbglSYwj7r3z0r8QAtLncrnM+o1jUggm91ATwePj+/LyMiOK7nQ6GbEp0YW+ZnPcOaKA+xD3oOv+09PTpGM9j7rzsBvuJ2Qf0pF0RwJt9TvRZvTQ83lEFpTee3xfSxt0JOXFxUX86le/SvXh/YPBICEyJNLx+fl5Ql94qGMJRUrKBT3H93OcD1QmUbI+9zF8Tddpvut0OknPnnBhNBplazER6mqXUFycM4h2jthF9zhdg9pMEnsJ+9JDFom2IYonYjekVdf/9re/3XneYDBIKEmNkdFolFK8a37TesHkEj5/HBwcZIgdhrMTDc9PtsfD37lP0jUMp/O+YZ00BtVWJhRgKCr/b7fbaXz5mJrP59l+nyig0nun79H4PuPIUK1Fg8Eg26MpmUK32832waRaYDIg6oyhb7JVop583y7y7zdv3iT71XNKJOr7pCJ+qlSpUqVKlSpVqlSpUqVKlSpV3lP5N8PxQy+vx92XfnMpcdrs45hpurfptx8rg/Xdd38JBUP+k9JzmpAq+/TIv5sQQyUp3U89ejt4KuxeTQl5HZyQkuRcpdNZ9/iU0DnkjGki2SOiwFEzJSJVnvC79406cB3xGtVFXgWSDnuMN5FDniKe3mj3iDPVtdtJ6XqKe7n13IODg530hxHbk/nz8/MsXaZ7d/g82kQTkoy6JupIdZT+97XB281PXuueG8YhO4JJ7To8PNyxlYhd4lxP6UpeH0dF0Evp3EDUmdsqPUy6Xp4EeYXW63XGkUIUhaf1JQJEwpSdKsN5K4jaKBFzOq8RkV1NBM603RIPkCNP6AX1sqhzlUtPk8e6E2nURMh+eXmZzWH0wDtpr6RkA+xvRxQIZUVknYTPcK4CogsdvSXPWa/Xy8Y17Vll0Hvo9ZPMZrNGwv5Wq5VsjOmDVT/pzz3wt7e3mUebZft8qrKPj4+La5Xa7FxH7FM9x72bRDqy/0pziu5zndIehazQb+Sl0n3ydpNbwbnuiFBUGepnpqX1OYwIxxIxsv53fiLJaDTKyGMPDw8zzhz1yWg0yhAn7Gdf48iD4mOcHvsm7qL1ep0RgJb4qXxNJf+MPOm6ZrFYJJ2qLkyAoHmRfE/Oz8c5V/O173eGw2HWT+RYcU4x7hWd10Uyn88T2kif1GsTuXan08l+o+05HxJRGZ4+W1JCenKf40Twk8mkcd/C8azfnPcjIuLDDz+MiO0c88MPPySvutAUTqyqZ7NdnU4nS95A0mFHG3DecZ4ynwvZZqIGSihV2ZpEdT8+Pk7t0TXkAXMUIoltPSU30037npJ7iCbOQKJ9VQeiwDxVNlFPzoe0XC6zNN2q++np6c44ZB24xvlcyzlJuiL6U32v5wpxwfXdEU1EhqpM1enRo0epz523hghKtY/jU3alvp3NZul6rSW6ZjabZah9zm/+HBIsO88hUVkqQzoSqna5XKY2qn/V9qOjo0zHXPtVF7WL66Lrgag/f0/SWrlerzPieOkwYtunROH6OCOHqK892lvf3d0lxJX2U+Q6FRrH9zScT6UrprfX8zRHq2+63e7OnByxHRv9fj/jSVQ7S9EkJamInypVqlSpUqVKlSpVqlSpUqVKlfdUfhLET4l7hKied0lH5lJi5H7X+/ahiJo4fvjdPnkXvgqiIfyz1KZ93EKl3zzb0L601vtQVcy+5F4XogecC4QeH52S8r7S80p8Ii6OhmCMpmfXKfGm8JNx+iyzJEzP7BmZVA7TuXubiJhw7xiz0/E7bzOvcWQFPe9NiLNSJi3GejsPik6bmYHB23Bzc5OhiJjFwxE1PIX3LEV6/mw2a/TmE/lA747XoaRLRxVeXFyk03r3FHNuYap23a/r3PtEz5ujRGhfXua+OZDzVYmnReUyC4h7Z4iecd6Oko06l023280QcuQw8vHs9sLv2Jee3YU2qzbKK09+lybP8Xq9zrI89Xq9ItJM4h7OUqY1R1CSW4LfRewiIb3vW61WhmQqZXlxfqibm5sMcUndMkUw76PXtZTiVfWSzph5pJR1qITMUlmO2GHfeLpdPffy8jLjDiESwnlQSuOc/Ar633lQiCJqmjtHo1GWNpdcCuofIqgcBUfODJ8/hEiYTqfJa+epbtvt9o4nj/cfHBxk6bo9qx11xX523jb2sY8lyWAwyHivWq1Wls6X66fz1rEO5LPg52azKWZ9VNmOfCCvkf72rDxMWyxRXZjNxhHHTI3rKYZHo1HqN96nsUNvfMQuT4ivBUzlzTTb3j6fh1er1Y73mG2/ubnJ6kfksetIHB30GDv6+fr6Ol2nen3++eepLs75QjSLsnOJq2O9Xqe6a6x6NivWucRF5qhHorB8rjg9PU3oLelFWdnu7u4yBJr6YTabNe7VxuPxDucW9VmyHUccqj36rinLJ1El0r/aF7Ed95rndc3JyUlCLJB7UnXyuYVj0lFwXKedN4ycVfrNs2iORqMdVHvEboY9IR7YLv2tT/Xt+fl5vHr1akdHasOzZ89SWT7f9/v9bJ6SfmSfEfkYvLu7y95fZENHR0fJXqV/ZirU39Kn6jYajdL1zhlDjk0i4MlXxbqwfv7edHd3l/rQs4L1er2MG4hj17OlSnfHx8fpO8/G9uzZs2y/Tp4cXee8b6vVKnv3InrUbU1lEmGuupyenqY2+/zIzKG+H2NWOu/v09PTbL8i+/roo49SWbIjreWr1SohhFiHiPt5zxFJzhun61hf8hpJdH273d5572iSn+TgJyI/0CiRL/lmeF84V+k7Xt9EHr3v0KF06LLvIMc3uaUySi/xpRe9feSlpUORJqJY/rYPAla6b1/7/Zp9IXrr9ToZqkN+GbrCMItSSJM+/aWn9PLj0Nt9whdLEnL6/b4xvLi4yODoJObjBp738+Cz6cCP15M4zF/eN5vNzubB2+CTIvXv5NOEFDphqCY5wmW1+LEuPna4WdJ3nt60FE6i+7hp98VtOBxmkHqKhxyxDhJCoT3NI4mO9WwtJHwJ8omWBwpNY4+buX0v1V5O6fCVL3qeNvrNmzfZxpPjpumwdrlcNoaK3t3dZRsFztUqU4sa73fiSgltxyHkDAtwna1Wq4y0kC+yPvZub2+zdYV947rlYZSHIckW2u32zsLL+nGT7zbAOcKvWSwW2QaUhMVOKKkXJH7noSWz2SyzcaZF9Y0QD+VLevH5kHXiwVXE7kukv8RIqEcnQiytXSSGbDrM4IGWz3f77uPcyUNlP6TlxlkbOk8XTVJi9Ynue/LkSUbwzQMcPcdh6Tc3N9lBhzabV1dX6WXJbYHhQQ7FHwwGSe8eXsvxSVvzzTAJlX18Me2z2xoPlb0OpfHsB8/Uqc8f4/E4e/FV2/k8ksdG3L9gugODJNae6rrX62Wp0Dne3AnFsDAPsePLqh/EyBmzXq8zwmGGNnk4jF6G3rx5k+riITmss6+p6/U66Y3rRMS9rrle8vPw8DCR23Le8ZALhTa0Wq1sbWMYKkMeInZTjvt4JkGyXlx9Len3+9lBEclkVT9PZc9Q3ZITwUPguSf1EBk6MBgOpOt1YKCx8C//8i8Rcf8S/oc//CEitocK0sHZ2Vn2ksqwSenP167Dw8NUBz/cX6/XKeTHkyNE5GntJTy0lT2yTE8k0ev1UjiPh2X98MMP6TfZAg/xfN/MOV196ATJ7XY7le9E8NxjOOH09fV1FjKo556dnWUHrDoYuLy8TPPU69evd/RChyb3nX5gLDk7O8vGo9bWm5ub+OCDDyIiUmifypxOp6ks2Th1pvr5WkBHvp7DtPMK3yI5sz6lf9JeRNzbpR/4cG7yQ2iSINMpHXHfz64jn3NZVumdy/ent7e3aU4Xmbqe8c0336T7FE6qfr65ucnCtHXYyL2yv+NcXFwkG1UYGcPO/ICb787uHClJDfWqUqVKlSpVqlSpUqVKlSpVqlR5T+UnR/w4QqBETrQPgePlNYl7gfahiHjq5wiXfSFbJYSRwzdZvl/rf0uavBila94lbGofCTXv97JKSBWirJpO+4noKIV9OCqCZZXq3NQnrJ8ji+gJKInfRxI8fw6J5BwOWUL1eLgIQ/tKqAOJww6JhCK5nPcJ26TfSqmaHYJPREFT6MrBwUGRvDFiN8WzI65IwsZU46pbKRWm6uLPK5GIE2nhKVlZT/dgESrsSKYSOsXLbrVaGbKrRHbowhTPbgO0D7djeof1PHlImJqYdkgbdvEQR3rjSogp/eZoL5XDEBkfu0QrSYgOdC8v26n6uTfj4uIiQ5JJPMxLbWlCkWw2m8a0nEQ0lsJIm+Y+esI9RGGz2aaCdT0eHBxkaYfVnvl8ntkObdDnAyIhmsYnodbUlaPRGKrbFJbcarUyZAXHuoegEO3g4WkkAvUwPBIx+1xLFKJ7LIlMaJrnSM5KHaiNvt6ORqNUH3l5Ofd6+KjWC84tJcJuf56Tc+u6iK0X++7uLtXBbZZ68zWh2+2m+xxtwzBBpZt/8+ZNhnphWnCJI7EXi0WWGpdtd93qvhKqk+hWtd/nGKZxJsG02qV5Q4gp/ua2VrJH7h1K4V+qn3TiY4LlS39q+4MHDzJ0E8ewE++znUR3ROyuqY7GpK37GCJaxNHB3KM4MoNhxD6vllJkq0yGV3m45Xg8TigDIU4YtiMbUFvlEf8P/+E/ZETMHJ+OPqY9+m+amy4uLrKQVj2X49r75ubmJnv/IDm5h0QxLM5D8y4vL7PwNJXz0UcfJaSVEx0TLakxLH0uFosM0cF3EN2r+xhO42ud9MM9iK4nibj6jQk1fP+h/z/66KNGNHK3201lkQIiYjf03hEW3W43C9UnUrYUfqe66TuhxKSf0WiUbMb3NixTiBy+S3idLy4uEoLG1wDuuyVux9Sj7mO6+dJeT78xxFxtkY2J8Jjp4//0pz9FxNYeZROvXr1KcxHnWD3f9wNEfKsdn3zySURs0UsMN+Y+s2ms82+P7qCupH/OJz4varyoHnye7vurv/qrVC8PcWf0hCO1Wq1WQg2JCLuEUCKqVfV8F6mInypVqlSpUqVKlSpVqlSpUqVKlfdUfjLEj8s+wmLKvt/fhc+lxC1R8vy+S12a6rYPdUNPeokg1j1F+zh3StwU++qzDylU4ljysun9KCG1Svw9Ek+TzBP3EuqlhHbx+jkSilws7mVcr9dZveiNcyQS9e9EZHy+E8pS5x5rTGSN64F183S75FPZh0rzupekxMVSQp54mfRY+2m6hKnD3QPR9J3KlMhzQG+eP6eUwr3U9hIXThN/wXA4zMhI6Q1yfZTGku5nXZwMlqS/jnIq2bjuI9LCU04TNaJnKxXpcrlsTAdcSqlbQuS5t7bVamWpk+nd9Xhs9zRRf/QQ+niht9e9LPTcuyekhEAjysb1zvq5blX2ZDLJuAmcGJH3MR5fHkAn0ySXk6PFDg4O0nOc92Y6naa2ejpt8sW5rR4eHmZzNBEKbgOcw+hdZJn8jfp3gnN6xv07jk/3xBIFoHbJayghSsERUExvLxsi342TV5Oc1zkVWq3WDqlnxC4vjPMkaBycnZ01Et92Op0dAk/eTyQTPfTSh3tGS+T8Tn7KNjsKoNfrZbwkrKenjR+Px9kcqzExmUwypAPnOUfIEknjdSankFA5Pj77/X4RERRx77FWf6l+5OpwtIY83JPJJNVZ3lp5cun15v7I17gSka+85JyPfSwQveX8iETfqc6aG9RvREmSFDQi4uXLl9keV/3AVOqllNmOaOJ850S26mP2C1E+sifNi+Ts8T0TP31N5TwnL7nztfT7/UZi+9VqlSGjuQY58lJcG+fn5+l69RfRGM4xwz2pcyCSr9C5VR49epR0qTZrfSfKTH1BVKwQBLIZ6Zq8V7ILteH6+jr9RuJb1dcRxKV02r4Ws98ciVpKl75arTIEjlAe5DiR0IY8gQz3A07CS84uzRHkhYrYTTDidj+bzfYinB3ZSdS7OK2c3+vp06cZB9pms0nID0dxcv4QQTT3oOovt5PZbFbkJo3YJRB2fjOSmus+ctr4Xld6/eCDD9LcqjFEjiFP6MAxqb/FL8V9vuZy2Trr59xHo9Eo1W8fktS5nPjO8fvf/z4idlPFay3QfCP7vLy8zBDp+n88HmfroJ53eXmZoTLJheZzChF2bk8lqYifKlWqVKlSpUqVKlWqVKlSpUqV91R+MsSPn5xSmjyW+5A0f66UUCb7sli9C5qInh8/vec1pcxHfoq7j49mn5TquS97zbsIT4/dQ13i3nEvcYmXhPeUPKsl3oim59DL5uiCEjKmlMnIUSVEfbh3hvwRTezxtIF9nErOOeP1ol5cDyrbva6ljHAlXiSvA0/f3fNVyubj3s13RR95mxeLRbpuH/+Hcw6wfHqtS1myVKZ7wund1Km9t4tIGudyabfbGWqOyB/nRKANOSqNunJkRgmBJlFdLi4uMq8rUQPufWq321m6S+/3kj5KnCryjs3n8yw7ETM8lfSnMh1ZRM+Ro6k4vzal6yanEG3OPZaOrlI7VK+Ie7t01CIzRTAdNYX/OwcREXKlOUZ9qCwZniK39Lx9mXfW6/VOP0XsjgO1S88hesjRW6V5m15iHxOqE5Egep68eJvNNsOj7w/W63Xm4ZdwTfU9w3w+z3gF2H8lvjF+sn2r1SrzTBMF6ms34/ZLCFm1z220hH5xJCQ5d+SpZ1YxRxsQFed7Lnp7S+nVJbILfT569CjNmUT8qX7Stz7p9dZ3zvPS7XbTb85/wMx6pbXLkSBsn8+1zLTkCAH2g/O9yXYnk0kRdVdCuaispj3kYrHI0IQS2qGnIyeqxPlMDg4OkvdfNiAP8mg0yrLcKCPUt99+m3HxEUXnumWbVKanjy6tF6vVKst+R9tRGz2tdbvdTuXKA87xIkSBhOgZTxnOjDjkL+En50DXP9Nh+95kPB6n6x21RPvX53Q6zdYHIk6YVVXl63nOvybhe4X6iZw9rlu2hSg7tnm5XKb5Tf2s++bzebYfJvdcCXGsevq8v1qtUv3Ub8p+RdSohMguR7Zw7+UcPbrv6OgojV3PxFXav8sGiT7Vd1x/9btsgXtM/Sb96TnkJOPa4FnsiJqWnpXdTLq+vb1N6BrphVxojs7hXlIIK8+yeH19nc0p6qP5fJ6NIdnc9fV1ao/aLP1Pp9MMpVN6J3KenX6/H1988UVQ+A5Qel+V7Qg9qoxks9ks6UP9pGun02m2Zn344YcRcW9far/qKZTT0dFRlqK9lAWSdY+4H+eqn+Zx7i+E+HNkLjOP7pOfPNTLX8L3HeRwsykphV6UNt/7wqSa6uLPpuwjbqX4hEb4fKku/lJROvAoSakuTQdo3PiVntMkPCxoIjtrem5TmA8PJ7g59cWyFPLmBwilcC5O3l5W6dCxdDjkE5EmAN7vLzMMiXLd0hadSC5iF+rP565Wqwxiyb/3HSBI+JLWFB5BaKUmFJJONh0a0gZ84qUeSge6fsDEAwK3BT804N8k5PS68AXR28BQrxJRelOZtG0nzC0tQNyou91zrmh6weFc5v3N9OySwWCwc3ih8nW9HyKVxqC3uYn4NuLeXvxFT4spn+VhKuv1OoNmkzDQ20yIvNtDiZCZ/dc0R/DFxl88Dg4Oshd7Hk54WaU5yUPSxuNxdrDHsFLZgF5meIDjZXLT35QingcJHsJ5eHiYpazlZt1ffLlZl9BW/fCJ5LXamOjFS5sY3RuRH5IxLNHXOo5T12dpXi29gHsYGMN43S4jcvvgQZ0OZxhWwTAs1pPt9BAIrllqB19wVKZCBgjNL4UKqBwno2dKarXfU5xvNptUL7X9q6++ysI8OK7ddnig604R1Z2JBfx+pu6l80XPk/iB0WazJW1Xm0mG6S/MekljaLv0wpAs6YEH1r4WM8zQofsSfc+/uU5rnDCdr57n/cwQGJ/b+QIiQtnf/e53EbE7tzc5rFarVbY3od4ZZsbnn52dZST23W43tUttpl36Cw0J9fVSppTeet7FxUV64VK9/u7v/i4i7uc3J86m08PXOq4z0V0O3gAAIABJREFUfujKkEeVoe/UpohyCLfK9nmKh12c5yV+QC0d/OIXvyiG0+q5bh+6hgTrHlJMx5/sqXTo7iF6DHvSdXp55ZwkHbEfPNxss9mkF1692Ov6EvGz+pbhiB7SyrBJr8sHH3yQke9Kr8vlMj2b66X04ofsWs+urq6yvSv7Qeu6Hx6enp6mOYiH2SWnucqWHYoAmmHo6l9dw/A9tw/O3263DFlX+z3UiCHjah/XHg/tLTnpJDwg9KQl0vm3336b2qA2c5+jPpX9Xl1dFR0D0oHbL/vS91Uq5+zsLF3vh3JnZ2epLtK/xhTDLaVrreU3NzfZfM/3J3f28NDynUAqP3pFlSpVqlSpUqVKlSpVqlSpUqVKlf9fyl8U8VMKD9oXElK63qWEBGn6v1RWCZHwruIIEt7fVPcS+SY9xk2kdiUpIaD4WwkSX7rOpQn5RNJfhyISaeEeRX4n4f0Odd+HEGKbHOLK0Bq/nmiPfSgA1zvDl/Z5gEtwXkcWEBXQZGvsU//s9/tFRJJfV0JRONqGnnC3x1I4IstxlBIREA4ZZTleFiG58g44pJOIH0eJlNq1XC4zCDORFj4mVNbl5WUj2m4+n2eQel7jXnmGP8mTJW/Eu3g45vN5MRwxYpeMVGUTwu9ePKJDnAx6Nptl4VX05HrolNpAxI/qyVTB7rEkubSH/hBRsw8d5WFFvNa9f0QYOSqQSAQJPUDeJwz9cYQL594SSa0+fb5gnfRbCQHh4Rvy8qxWq+ThcR1vNpsdffNT5VLkYbq8vEx9SB24t6kUssv5Sf83IX5IsEny44jd8ANHTDDEVML2lUJJ9DxHWnHsEn3FOjGEQjIYDDLUEVPD6zcnaX7x4kVql3sbZ7NZRvpYQuR6eMpwOMzQORyLJW+3pClMguPa58DVapWuYwp3T91N5KaTTHJO83mbYYKl/VHE7jzMdVZt8FASeaiJQvRUyCVUFdcnjQ8XolIktFGfR0oJCSREPDihMkNXfM9AG/CxfnNzk4U9ce0XMkDhCppbTk9PM1QDxyvTqvN5EbvpqHV9xL1XXp5zlfXtt99miGjqSES2Io3l+ufzsMqZTqdJbwrfIErN9y1cSxyxKWEIoT5JsqrwI6bpVjnSn/qW65PPSaenp0lHslXdz7AnjX+V9cMPP2RhqkRXua5IVC37cJRCp9NJbdQYkr1Mp9M0JhzROxgM0l5Ebfnmm2+SPqRvPZdhoo7aHQwG6dl/9Vd/tXMf5xZHQq3X6x1UE4V7ZT1HbSHqzonWOfdJiJKXboSi45zmKA+ulbJbjReGszuhOAnIfZ1gyJajnRiy53vXfr+frUu+z4rY2pxCtu7u7lKd1c/qK6LFhNhS/xE9p3mHe0VH+6oO0+k0e5dy9B1/Y6iTr8UMwfTrmQyECDK1WWVIH59//nlE3PetbED363+i+5ysnPsJX4MODw9TqJ3bOlHu+lSIH8NP90lF/FSpUqVKlSpVqlSpUqVKlSpVqryn8hdF/LwLJ84++TEen333NaEv+Ld7uX4sVq5EmKvPprJKp870muwjAi59NiFHSqR778IbRA+Y318iEmbstSNi6C12LzTJ8JxT5cdQSO7d2kfCJiECx73e7BNHKxBB4qiIUp2dYJm/sd9L5KX6rYlEtoROI5LG+aTu7u4adUI9+oky6+ee1Xa7nfThv93dbcmTPQ0o9VdKK7nveaWUxGqD659j3YX1K4159zQ7R0KTuCeF3kM/facHfh/ascTto/tKpNV+H8eg+sC5FMgBIOFYdGQGUUtu70S8uBefY5/24O11OyTJqyNOWE8nzSMJocpgXzahPhkrL08WUwA38cSxT5zjZzweZ1409qUjYsjT0oQUith6ndSXKvv29raRcJ5603dErPjczn5Wu+ghbOKAKvGiUZzDSbJYLDKSVNcn9VDiy3Ki6dLY0DUleySCinxLkqZ5m2uWxpk8l+T4cXJtluXr3mKxKHJ2qQ1O9ikhyqyE6PN5n7p2rgdyODjajpxYjqY4ODhIdXAOM6K+3E7W63VmH0SxOMcdUSOOJqTteLINjkXvQ80B19fXyXPrJNacV0lu6+sXeYact4qi8eye381mm6LcuSxardYOH5F0xOeqjIgtYoLoCxGr//KXv0z3qY1qMzm/SqjKiHuPv8p3JB+ROPR+O3G5nsN13fv5zZs3GQkskXaOzhEiJ2KLWHBOlojtmHWeLXI56bmcDzxpg6TVau3wrFBnJL9X3YlUcdTBZDLZQRlFbPv5+++/z8oX0ex6vc64UVg/J5+WDIfDjPS3xC3m+w/OX44I4/NVpp5P/ismpfB9i+47PT3NEA+0L+9LzpO+z5eNTyaTjASZ74zeZvVNu71Npf7dd99FxNaOnz17lnioHC3JNUtjX6i75XKZET8TUUokesQ9+kU2oGdz7Go+dJ2Nx+OdMRex5c1aLBYZhxNRVUQN8TeirFWm0Dkff/xxep6TNLOtjh6dzWapfG8Lxx05fnx/L/2fnp6msSdUoP4v8YBxj8L1nHVn/Xx/0Ol0kh4dAUtUsaO6ib6VfXAfqXbres0Hpff3klTET5UqVapUqVKlSpUqVapUqVKlynsqP3lWL8k+7/c+KSF3Sl5yF3rUm55ZQp6UUDP7ZN/15JpxjyXr/C5l7KurX8u/34UBnMiTpnS7Jb4cfnpsfskTTG9+E0KL3jt/DuO/S3GwfmJOj4VzA/n/LEu/OXIoYtdrVeLAUd28/V4nXl/KWCJhWe4B7nQ66W+3BdpXKTuP651oFo/BpVfTvT86iWZmFc8wwfhl51/qdruZN5leW8/Uw7qX+HH0TJ3Qs+3621EH5AkpcR45GqJUvxIzv3ua5c0YDodZ5rgSusS9vJ1OJ+M1YvvkOZCXl+W6p5mZ3XyOIdeGc81E5N5gttP7y7NCuI68zc4pMhwOk6dHGV3kBTk5OXmnzDv0DHrWFM4Zfr1sifMb0ST6rSmzB714rjuiOBwtcnBwkHHS0DvmHmCKe7TIjSXZZ9ucV5v46Jim3tFznU4nyz4jpMBsNkvPlv5pv470KaHnvM30qrlXjmuC17fdbqfnaU7v9XpZum6mgXYvJm2Hnl7Kzc1NNlZL/FClLHjOycRyvF+5VnmWP7dZXqM54+rqKuODGI/HO9n1IrbeeerWea96vV7GCyVZLBYZPxT3Rs4Pwiw9pYyQ+t/XHI5vpgamzsj7obYITcGMfER1OtpO9WU2NdmTdEvuPp8fmeXMEcvkzPCMa+ROlMedutZ3qovaNZ1Os7lWv3HPoHHAdc15+koIYu4XHS3DdjonHvlWiG6M2I7rDz74INsLCVVycnKScXsQZan5lNnepB/nIqJ33VN4q4+Hw2HWZl9jqT/2lyPxNpvNTubDiIinT59GRMRnn32W+kmIFXKxeLYx1XMymWTIYXKYePYr8j45ipkpr32d4HzHrFB8LvVApIWjPvX/eDzO0KKc71yP3KfqN6Y0Z9vZHurOES5EI/t4Ud/M5/PE06IxxDlJ13tq7larlaWUJ5LG+YbYX/7bYrHIUGzc16ndbI+u0dygegptRo4l3Sf7urm52cmWx/tfv36d2vrs2bOda4bDYaqnr+Gj0SjjOyRnkqPnrq+vk42V3l8kL1++jIjdLG7Ok8W11TN+qZ8//fTTtK44fx45ltQ3rp+I7Tqh/ri4uMi40viMjz/+OCK29qi+5Tq9T/7NHPyUpARP9AMBCeFd+2Tf4YnLn3sIVbrXDe/uLif2LYWG8WBm3+GOP4/Xvos+XPbdw3R8JXhoCSIZUSZZ5UudE5kxxKAUXuGhXr6A8W++rDWFQJReHFiWv8BKCIt2/ZdClEopwD2UoRTKwzL9pZVjxDeNpYWVbfd2cVHylwlK6cVL5TQdDPLAzmHRnLxVd24g3HZKBLN8CW0iAF2tVllojG9S+Z2TtbIOktKLPa8twaC9LL+PbfYXPkKEdQ1hwZ7mmOEz0kuJJLt0WOZjiPalse7pXlerVfaSy5dPP5zkIZkfrnHD7Hav+3u9XvZCJKK7Fy9epDAJhv40zXGlwy623e2XdXG7Z5pfD0/hy0zpMELP982twk5ms1mWCplhNX7gSdvxjQ3b1BS65fXSp2/ISZbom29u6ppCKmlzHl5BGygdkjcd+JOYs3QYKvE5owRZL4U4sp3eHh7qeVmlfYw7CHhA4i/HJWcA54ymsKLFYpFszu2LfepzGu2RB+SyQye1nE6nmf1JH1dXV9l8yFTWpQNL1d3nFAnHpzsk+v1+2pD7gWLJ6aN6Hx8fZ/M9w7r0G1Ooez/zUM1f/PmS5unOGXLu8wfXcv2t9vl84npQG/QiypCmiPvDA9cxy/LQBLbbw3X4oiR75AtmaX2N2D24LIW7epiqDjwePnyYhWDKHtvtdnoJ973QaDTK9MC6+WEGD6F8beWLqe5zXbVareJ30p8OSPQyyLBJt7npdJq9SPpBE+uuF24egsgeuY+QPqQzEvD7gTOf3+Sg6ff72Zqj+1arVfbiO5lMskNlrpueEt4P4ikM/fSDEYaR+uEHbVDzhvYTKmcymaRDVD/M5nuFdCx7ZPivhG3RfU4MHrHtJ5V5dHSUrQu0R3dEMARRdkjnS8R9WJau81B6OlO8DQcHB1mqdrXl4uIiPU96YPiYHyiqj7kO6rnSOZ1unANVL32n/mKyGD1PdWH4tHRMJ4zs1QnFR6NRvHjxIiK2Y1dCwnOf566urnZCBvnZ6XSyUFG15fj4ONXF6zSbzSq5c5UqVapUqVKlSpUqVapUqVKlyv/N8m8O8VMKy6K4p6h0/Z+DdHmXEKl3LcO9PSUpedkjygRpP1Y/og0cYVFCFhEJ4p7HknfAvQz7UpK22+0dci1+0vtY0pGTn5LcryQlwk9vl3+SvNSfG5F78WlXftrM+xwCWtJxqc3uoS6F+O2DKUqIFnNCvpLeCbX2FI60oSZbJuLEdbZarfa22e2iFHroCIFOp5ORQJbQLxJ6WTzcgaivEtrG7Zz/uxetZAMl9FaTx54QYffWMGROwrHh3gH2h4ebsf3urSXc3tuyWq0yGyVJs3uI5C2bz+eZt4+eJkcBUJrCH0ttpS00Eb622+0ELabHzNEdJXShriHhpiOZ9P98Ps88L4544XM4j/r4YjtJNOx1YigC72M73fYYviQphZOSPNbDUyTdbjfTG8eNh56oT0guXLJxJ8BmvRxqXUIF6noiyvYRMZeQwxH39tyE0mFZ/J9EraxfiZiaIW3uQee86ggOrmtql7yGDGPytaOEWvW1i4gah5cTccX5R3+Xwn9LxO+qQwlJqms8BI1jwucihki5PfIZpVA53a/r9Vx5aAn9VxsY/uX7iZLNlMjy5ckmEbkjfkq25qGRJRQc+7dEKKv7FRarfuP9Pu876TB/03fD4bCIblfZerY84oPBIAvh1pxxeXmZkbhqjDC9uvpGhLTtdjulgXdUyWazydAJqt94PE76kJTmbQnD1x25p7afnp42kiDf3d2l5xFJ4+nipferq6vUDie5Vf35qd+ur6+zuVnXXF1dZSTZJFb28cI1y+ck7pMcrac2MbW8z53dbjdLh93pdFKbPXkGQz4dYUtEku8/JpNJtpeUEJGk56iPzs/PMyQ67V7oOSc6HgwG8cc//jEitjYkHc9ms501ke28uLgo0kj4Wkob9T0QEcAeLll6P3Ck1sHBQbZnlX5Go1E2JnT/dDpt3F/d3t5mqGnVgf3mdRkMBtm7A9cIJ9nv9/tZchnW1yMViFx7+/btTlkaS6WwdyLyNAd5ny4Wi9RGJg2IuJ8jHH1USvrg6Kher5eQeD7vM/Jmn1TET5UqVapUqVKlSpUqVapUqVKlynsqrX8ND8y/Vv7Tf/pPm4iIt2/fpphJEY3Sa834vYhtnCm9uzp9FOEUCaDklWFa1RLHiURleYzn2dnZ/8Pem/1Geh3330Wym91kN5tsrrOQs2lGM5JmtI5kSbZsy3JkQ3YAJ4ERB4mzXCRBkAC+DfIfGAGCwBe5CpDYcALHzuIkimM4cezYlmVtM5a1zEgzwxlyuO/NbvbKbr4XjU899dQZG7n56QWE59w02f085zmntnOeqjrfUo+tB0S0feCt4/zszs5OABRro6F3wnzgO7yC9qwgZQK953ZsbEyvg572fJ8/W2+jf3c6iygSj4DimeRc69GjRwNgUxv1hv5EtHyJUhHRiMyd8Hx+/OMf6/x4tveGW3BQH1WzYJPM5+6779Z52dKNlmZra2ty+/ZtEekCBNrWarX0t+vXr4tIJLOpVCqICDLnlZUVBQ/z2SyTk5NaShC+k5nQbDZVxnypXIutYoEXfeYNtBsZGQkiDpRtbTab6mGHvzaS4EHYwE2ZmprS+/iO5+7s7Kh3GhrT99bWVqzMqEgk478oujY5OaljwMPO/cvLy7K4uCgiXYA1ka7+wC+iaYzpvvvuU/mD/hZTxOs494+MjKisYJug8ebmptoNPpmXjVD7aHKhUNAxHD16VETiAL3MARA3ntvX1xeApWIfrl27JsvLyyISRUHT6bQ+89SpUyIicv78eR0LtPWAcDzP/m355rMUbLYfdAT8zkazeR59cv+7776r42R+0PHw4cOqS9y3tram12BbWQss0Cz9Q49UKqX3os8rKyt6HzyA3zaDBnnHRgAQmc/n5YMf/GCMRi+++KLSw2c32Egk/SPHtL29PdVBD+rYarV0fN4e9PX1xSK39rdCoaC64PFums2m0hu+DQ0N6XywuUTEpqenVR99hLpYLKo8+Uj6/Px8gAlky/ui/4xhbm5ORLo0B7QUvbxT5povT1uv1/U7+GfXCOw1Y7dgxhbc3dMIe29tEnqMjeGzWq3qffCZa22JYZ9NODQ0pHOl8dzt7e0gg89GpX3mE7KUzWYDjB/GubS0pLaEvmdmZrTP6elpnY9Il1/szdAJ5vfmm28GwJ/IgsU+w44ilxY3xYOaWxwZdI9+3n777SAajww89dRTqvPQhXmWy+UAz45+zp07F+DcMPfd3V25evWqiEQ6cerUKZUx5oXstdvtIGuAOYuE2TnsMer1usoOfTGG6elpvY/52Ug/Ng/8CZux6decW7duiUjXFsIn7CnXzMzMqG2Fp+ikzdTiN9b+nZ0dHbPVS56DLYNmU1NTqo/YffSgWq3qXFnrrK2B/szH2ijWW1tmXiRuM60NE+nuWyyYs0jEK5vBym/o0tGjR4O1B30YGxsLynzv7+8rPXz219TUlI4VGkGzdruttpLS9Tx3Z2dH50+DX5lMJrbGi8T3j4zL69Tg4GCwr7927ZqIiNy+fVv1C5mzZbSRD3j0+OOPaz/YJ/ra3t5WXqALyH+lUlH5habM3WZ2+YzIzc3NAIAcuhYKhSBL9eTJk9o3dEAusHNzc3P6HTaFcY+NjSmfuB/6Dw4OBrIDzezaw323b9/W6+fn52Pzy2QyQTYPtCoWi7E1w7a5uTm13+yfFxYWRKRrz3kett1mAPG3X5Pn5+d1XB6If3R0VO0p/LYA+T7bhj4teLW3MRbo22ISeRlApyqVitLv3LlzsbFYnDjGcuXKFRHprmfoC8+GdnY/5sGWS6WSyho8sVhjyB/f2T22z7rFnvb29sqxY8di12PbyuWyXv9Xf/VXP/fYTJLxk7SkJS1pSUta0pKWtKQlLWlJS1rSkvY+be8pxo+NfHr0cVsdwp5fFYl7wLnOV+cRkaDUKv/b63yp0Hq9HpxTx0OXyWQ04oVn055NtBED26fFJcAbbPtmDHj5qtVqkJFE35lMRj2aPvJgz2/6s5ODg4PB2WmaraTFuOz5Yh/ZsFktPhrhM2xEIs+mRZ2HDnjq73Qml7awsKCZKniNocfg4KDy1fOyXC4HWBt4SY8cORKUJWXOQ0NDQaaJ9RT7iCDRmnw+r55eL5fT09NBJYA74Uf4LJ10Oq3j8lg6lt/2rDA88ej7jUYjVgLT0spWHfOYLHt7e7GygiJR5H1gYCBAqYenNqrpz+vu7u5qXz6jz+JV+HPqtiqSL6s6MDAQKxPN85iXxVCAHkRqkCfkUiSOnQC96ZuI0uzsbIxm9hy9l2MbffLZabZ0Nfczlr29vcBeWawIxofMML+ZmZlY+UjGxDyIghLVefTRR3XORA0thgUy7SMwFpPClw63GTL0DU/z+bzO0WZ5iMSzvu6UoWirePlP9AtaYQNOnz6tmVMW5wjeMS7kd21tLegfG23p4OUknU5r9hDrhY0u+2pDds3zmAg2K9GXYWYOm5ub+jc2jahob29UOhleEkkeHBxUGwHdGZOttGTl2VbDsHSx0Sofzbd4FbZyi0jXDntsDsaZyWRUpvnk+bu7u7E52j4Zj/2Nz0wmE2Cg2cjuz6umlEqlAoyJgYEBlTF0AfrX63XdI1hMMWhNVhnz+tnPfqb0IJPGV7cUiSLZvgphq9UK8GRsdZKfh5Fyzz33KL2JaloMF7/22HLYNOiyu7ur47t06VLst2KxqOPCjpCpMTMzozrrq4I1Go0AH8vymXWIKC1zsZVfPHaRzUTwezWb8YNdQOfffvttnR9RYuTl8OHDSit03mac+Gz1/f195QHjwubeCd8C3S8UCspL+GXXfl+xC35bjBT6thWn+JssUFsunPWB7GDmOTg4qPRD95EPm3mJHthsUO6zuufxaux+jD6QE55n8WGgNWvKiRMnlA6+jHa73da/Lb8YJ9kaHrOnr69PMx585F4kTm+RSB5tFiJrwSuvvKL38GyLr+htkd0LeZsCXba3t/U7bAzPHRoaUv6iQ9CsVCoFWCrwcnd3NzYPaCTS5YOvlGnLs9OHzxKxWSnw0pYLf+edd0QkyppZWFhQeWBeVveQUfonW6Zer+t4uN7qlsdKsu8qvsqZrQgHjZFLe6rEr+vQOJ/PawYYe4YzZ85on1beRSLZm5qaUllFPsbGxuTNN9+MfWczXbCjPNuuxciOzS4T6coltPFZY2tra3LvvfeKbdDDZpF7Wzs8PKwyw/pu948+q/tO2Zz2vZhx+z2XxSbEdtl3I3iPrDKXS5cuKW19hUeLPUdfZH3dqUIn7eTJk8H+FHm0mDtcY20Z+uKzVAcGBmJrrkg8MwleMAf7nuExtO7U3lPHjwUT80d4LPAlmyoP5prJZDS9E4awGSyXy8ERCIjT09MTlAu0x2M86BsMKpVK+hsGgsXXvmD6Uo7NZjMA8LPlBn2qpAUr8y+PuVxOFyqf8lUoFIKXGFs20x/LsoBhjAvFs7/5tGZbTvHnlc2t1+tKbwQWBV5dXdWXK+6Dno1GQ9PWzp49q7SFNrysMgZbyu5OR4Z8mjj/Ly0t6XwwMGyubDlPD0TZ39+vz/NHxfL5fJBSaFOZoQOLoAVLhFZsAFhQ0um0ygKyZl+u/WZ/f39fx8MGw4K3WcAz+uCT75gXfY6MjARAg/BjY2NDx+qNjjWI3MdcbJleW/bZ0tyO3ToWWeRJ+4Yf29vbAT1qtVrw8s44r169esfypHz6l0foubKyorJiQYyZF8/hegsu6F++bZonY4dGVnZZHPxLiXWSeQDzs2fP6lEqXjAtWCd0sxtLHFnMD120oHRsCtjE2PR368zk8+eVvK7VaoGT0jsg7PXcPzQ0FDjC2OyPjY3pIuud2KlUSm0n9LDlPzlGx1wWFxcD5711mvvSsVb2cDAxFgus7AH/7KaF31jH7LFm5MI6QUW6L2usAaRoMz+78YXGdky+fOidAHCtbYE//piKpSPNp1Vb2vLd9vZ24Ky1L7l859O+7XFhX8p+dnZW6efLMmez2cB5asv7+oCLPZLJ2C0wMjIGHdB5ka5TRSTSF9a83t7eoJw1ff7whz8MNsE4GXK5nP7GOJHZVqsVlHuFRtVqVe/DqWSd+x7UFXteqVSC9Z0XgWazqbaCcY6Njan8MBYCNtPT08oDXubsSz/9w0PrcPOOOgtyzthZPy04KH1gG9ARe9zPH+dPpVJBCj/XTk1Nqc2D7vDh6NGj6ryzgT7svD/C1m63dY/mwb+bzWYs8MO4mIsPYvGMcrms8ufX1sHBweBFD9pZ5z4ybu3PI488IiLRSyTHb3p6elQe7F5BpMsHdNaXJbdOJXtUCX6xPkP3Tqej30E/e9TDHpkXidasY8eOBQDCvHxa206zTlQbnBCJZNbSwR6vEunywR6jFYnbH+YKHWywyMva9vZ24EihWceD/y2VSqn+eufwrVu3dO/pwbWbzabKMs+1ewy+80GESqWi/PR7lHa7rc9mf4UN7HQ6Abg57dixY8Fe6Pz58yq3PjjU6XR0b8011qajJ4zdwor49d3e74MO1nlyp32KSFc2/Fpl+YCzG5nBiVWpVGJ7fpFIr9PptOojY3/nnXdU170TdGNjQ20e9LNHxZgrdIc3uVxO+8IG2iOnP68QhA3C+EDtxMSEzgPZY0yNRkPHcvPmTRGJnMv9/f1qi1j/+Nzc3NTneMedfVeEnoVCQfdR7777rohEPNnb2wtgDSzYsw+sQ5/x8fHgeCD8LhQKug6hJ8jn0tKS0sEG1qEV96FTVo6xa9APvlUqFZUFX8ggl8upjP2ilhz1SlrSkpa0pCUtaUlLWtKSlrSkJS1pSXuftvc048eW4sRb6Y8FVSqVICJowQu5jsiD9bbiMSRKgBczm82q55/n2uMq3suHZ9NGxxg7ns7l5eUAdM8eIbIZLTxHpOtd9KUwbRlmD9hYrVYDcE+8gz09PcH4LNgkHnwPGre/vx+kU9OnLcPqPfQ2hcyDW1qwaO9NL5fLesTGH7/J5/MakeYzn8/rdR5AuLe3N4gG2eNM0M2Dv62srOjf0AOZOHPmTHCMyJbS5DlkJNmSqz5d1maQ8B0ZKz4VXUQCMN7BwcEgvd5GQ30Uv1gs6viIdOCJ3t7eDsrE20wEnz6JzI6PjweyY8GrfZSFsU9MTGgUjjnDv52dHY1K+CNEnU4nKJnMXPb39/Vv9PmBBx7QuVu7wfx8JhFzSKVS6q1VpQgsAAAgAElEQVT3sp3P5/U6nwllo+uMk/mVSqWgXC5ZN7asMnTh+T/5yU/0+ieeeEJEoqMQ+XxeIxZ8ZwFBfcQeWRgaGopFKnmez+rDjohEMu2PV9kjt/64aqFQ0Ot9WdV2u60RB+4nE6JWq+l1yIVNT7dZW/a5tVpNZcwec7X/i8RLSYt0dZIxEyHp6enRdcIfJ5qcnAzsvD0OgH748rntdltl1I/TRvp9plZvb6/KDjLD2O0RQp/1Ua1WY9FBkfhxDGQNvtsIpgUQF4kfXfZZoPY4M2PBJtlMGp91l8lkdB7wmXkODQ0FR7zskU/sKfS3ewHGQuO5hw8fDuycz6yxtLIZGozZ7hVo/uigXYs9OPbg4KAeQwL0lyyR0dHRAOAY2/Loo49qZNPr587Ojuo/v9mMY1u8ws6lWq3GopGWLpVKRY9/0LcH9xeJMh54XiqV0kwQux75LDbsVm9vb+zYuUjEr5mZGY3Ewm8L9I3MWDBXka5c+ew3+rZHQ3wmttUzH3nf2trS9dbLwtramkZd7bEska4sQUdoZbOi/LHydrutdtqXw7YFQ+6kU35dslH6O5WlFunylDl7QHwbJec3bO34+LjOGXpa4H5PW1t+2JeIZ085ODio88HOlUol5avPfBgYGFAaIX/23cGur5aO9jg5smMBYu+U0ch9rA8eAHdiYkLpyB7WZkj7jEb40W63NdvUH5taX19X2th1HRsBDxn7sWPH1Ibf6cgLvIMuFiIAnkCPH/7whyLSLXrCd2TV27WUccFvZG5+fl7/9s8bHx/XcXooDlvAxtutmzdvBkfo7wThAc3uVPiAffTRo0eDrD6bMeSPfNq1lb+ROXu0zGezQf9isai/IV8UlBkbGwsy7bm21WqpDeITeSyVSsFewa5Z8MYCU/sCRfaYGmP+6U9/qnMViYOG+3V+dnY2KMBB34VCQTOceQ7/NxqNGPi57dtmq3mwZrsn5T7Wge3tbZVVu4+jIWvom92r3XfffTofGrSE7rbQjj/6xjp17NixIEPOvqdxhM8f+Tx69Kj2ydqIPM/Pzyv9WENsESh7vFIksge2nLt/XrVa/T8d9UoyfpKWtKQlLWlJS1rSkpa0pCUtaUlLWtLep+09zfixZ/3wSuFZw4M7OTmp5/64njPG9iyuPZ8rEsf4wVOGt3thYSFWzlQk8lZns1n1wOHhtMCBeFfxDloAOx/9sNFJXzIcTKKRkREF6bJn65mXLTMq0vXAMh4ig3j+UqlUUAqQqER/f3+QPWGzaDyoNhkMmUwmFgEXibyxm5ubsXPpIpGXta+vT+fI2PFul8tljTbZ8+nMl4iDBT3kmcgAUY3Nzc3grLYtPekxUaDdU089pXS3UTiRrgwxL3tWknlBN8772/H686LQo1gsKp+grY1eERXmt4sXL4pIxCuR6IysxYvCkw1YWafTUfnl3CxjGh8fV3nAe25xqBifP/dcLpcDYEKL5eIzktDF8fFx/c1iWvEMaOpLwjYajaAsJNGFW7duqRwS1YG399xzj9LDRoytnbHPGRkZiZWzF4mDBMNXxgy/z5w5o7zDDsCn8fFx9dpzPbI6MjKi9IPPjKWvr0/7IAr32GOPiUg3OvfWW2/FaGUxqzzWwIULF0SkyzdoBNaGjX74SNjhw4eDDCj0c25uLgCvt5EOH4nl/o2NjSD6bzMaAIFFL6GVLd/qwZCnpqaU7j7Cvbi4GIALI//ojx17sVgM8JqIcM/MzOiYfWnX3d3dAEOB8e7s7AQYHRaY2YPcQn+L64Dd5/PYsWNq08leRN+2trZiAKM8B9ohj/68eSaTCTJQLT4GOkh0LJ/P/1zQ+/7+/iBSb6PS0JHsHu67++67VZ+xFWT3NBoNpZvFZILGHguHazY2NlTPeI7NVPS4csju3t6efnen0u0eo8piF3mci2q1qrbL4p6IdG0YvOQaeDQ6Oqpjhu6sDcViMVZe1z7Pghl7/CW7//BYCmtrawHOk80QQJdsdFekKwvIETam0+kEGT8Wh4I13+81VlZWgrK5FvcQmbGZe8wZ224zyES6/Mb+gr3DM3Z2dgKcHAumiayCIcfzlpeXg/WTay2+iwXORo7gL7JgC5NgW2wJdfgLPYigX7p0SXnnsfWy2azyBD7ZTCPmj01BJmq1mtLDYl8wP2wyY4AuzWYzBhQvIrqnsnTz+FITExNKb2snoSUyw/NqtZrqiwXhFunKOjIAHbGP169fV/vBOLk2l8tpX8gJYzl06FCM5/a5q6ursSxpS+ODgwO1HzazmbG9/fbbIhLZWLICrl69GsMYhbY+O8RiBrL+ffSjH409b3x8XEGjKTBgM0LgOXLMc9fX13Wsb7zxRqzPs2fPyvnz50Uk2s/y/FKppOu5zQTjWn5D9y0QP7oAzbh2Y2NDdQHeZDKZYJ+DnlmgaGwstnN5eTnI3ONdr1AoxOTBjv3mzZvaF/xi7KVSSbM30UHsoy3LznhtViY85d2Iz2azqbbo1VdfFZEIuD6fz+v4kEebBYcd4bdsNhtk7dvMJH5jXlZn0TkPuD04OKi2zGdX3nfffWrfGANreLVaVRojA9iPQ4cOKY19Vni9XtfrsQvM8+jRowG+qt1zeJy41dVVBQtH3h988EER6fLSrysWFwk5ZN0kS2pkZCRYwy0uD/taskDRm8OHDweyg8yVy+UAmB3bm81mg8xE8ByvXLmiJ54YA7bFFjL4RS3J+Ela0pKWtKQlLWlJS1rSkpa0pCUtaUl7n7Yej9z9/7J94QtfOBDpegmJBuAhs6VMPTI5nt7t7W31NOKZtOc3iTrZc7MiXa8n3nNbVUek68XEK3unKip4KH0VlL29veA3izxOVJN54pETEfmf//kfEYk8js1mM/Bk4smzqP0eVdziyPjSb6Ojo0HElwhHX1+felAZJ17q3t5e9Z5DW1sZBBr5EnpDQ0PqwbYVhUS60Uqug2Z44W2kFI+0SIj1Yj3K9E+z1RAYs6+UNDw8HGQnEAkbHx8PaGVL+Xq8D7zB+/v7gVccHuHltn3ayjuMk3ky95WVlSDrCI9voVCIVTgR6XqBbdUZ+hCJR9Dhl60ownWMmajjoUOH9HofXUulUjp2vM5EpQcHB2Pla+01tgw819gqVvCZudtKe8iMLTvMWIgO2+wQMgSJYNFOnDihdoDnoFvr6+vKJ7Jl7Nl5+mLMRNf6+/tVfvHIE4Gcnp5WPtG3xZNgPl53JyYmAiwbbIvFG7LYOdCAsVtsGnQc+YPvOzs7alvRfyJu9ow9UR3oPjo6qvxh7ESyhoeHVZ4YJ3q2vr6utIHujG1lZSXIFoPmW1tbMawAkXipYR/h45qbN2/qGmCrqPgy3ZzJHx8fj52xFomyL6x8+GqHo6OjQRUTi9OA3KNTNnOH58Bf5LnZbAaRROiztramfSFf0Gp1dTXIULEZF9hyZAbbtr29HcvuEIljqhCNIzr87LPPqqzRkK+xsTHVM+TERqiYP+NDBsbHx1Un0D3uGx8fVzmCtjYLwFc3gx89PT3B2g2tl5eXVd65HhmamZkJslFKpZLKGjaMKG0mk9HInq+idP36deUXkXfobv+G96+//rqIxLE94BuyVCqVgiqCNusL/YeO2JPr16/rXoTviI42Go2gSpHN6iQLAJmwuH62xDhjp9ky4jyHtRi5Yj+Qz+fV3vBsv9cQiTK7iFhns1mN6rI+W4wm6MFcWesmJydV5rDpzCWXy6n8QXfk5ZFHHgmq0hWLRbUt8Blb22q1gopwrHnpdDrApLK4PtyHXJw7d07vg7b0yXq9uLgYYO585jOfEZGuvPgsUCLd8/Pzsaw3xiDS5Qf9E/1mvLZCkMe829vbC3DKstmsyj36z33ZbFbtqK+MVSqVVFaQC+TloYceimGQMR/uZ5+CbPL83d1d1SHsPf8PDQ2p3KHfjC2bzcYwjkQi+lcqFdU97sfG3Lx5U997kKuFhYUAvxQbk8vlVCZ9ZnRfX5/SDZm2mJL0TwYCdFxZWVEZZa7I1eDgoP59Jywn1iz0hTV2e3tb58U7xLPPPisi3XWJOaATPAPbxpiZM/R+6aWXRCSyFcvLy0HFVua3vb0tL7zwgohEuvqBD3xARLq8xWbSt80atZVaRSK+nThxIthb28xI5IF9J3JpK2yii7Z8ObxEJ65cuSIiXVuLjbay4LPKsHPZbDaoGAi2zf7+vvaPHrOOXr58OTZHEYlVkkKfkWn4JRKtVdABmm1sbASVXunnwQcfDLA87TsOttyvXa1WS9dgZBZa9fX1xSphiXT3rj5Lz+774SGyYyvh+vdGm7HlM9CQuVQqJT/4wQ9EJMqmstVkGbs9zcHYkRX2Gh/60IdEJNJ9kUgGLB4saw7XYcuKxaJcvnxZRES+9rWvxdO1TXtPj3pZ0FUY4tPqFhYWVFBgMpOzJSPtIiHSVQYUg76tE4U+MTI23d+DRtr7beldkUhQm81m7GiMSPQCPTg4qH0gzDYtD0GwZY99GVoEYn19XX9DYFmc+vr6lDbcZ4Fp2aTzUmbT/DGizAfhGhsbC8qD2zR4X4qeeb766qtqRFFE5re4uBiUo7UpyiwcFhyXsSIDNOsootG3LeVoj4aJdHlkN5d2XvV6XY23B7UsFotKKw94DG9Fog2GdUr4I4AY/a2tLTWcbMAYd6FQ0Ov5zh6JYoPGolEqlVT+uA4DNTQ0pHLunUm9vb0BPewLDosYLzYs6D09Pdo/Rp9FZ2hoKFYu3l5z+PBhlSfGhMzZozLIFbJz//33q4ODsUODa9euKa0sAKsvtWzl2W/WeZ4F4mPDAH+3traCY2psfE+fPq2y4p1et27dUl3g+IEtE8mLCp/QWiSSaWTPlqL2RyNZrOr1usomtmJtbU0efvhhEZEA9O3YsWMqFywczLlcLuuLHhtJ+q7X6/odMoR9a7VaqtvQiGcMDw+rPtsy2CLx8rLcx7zsERTm/PLLLys9/cs+cnz8+HGdMy98k5OTynubVs440XGO38G/hYWFAOic+zudjs6f67En9ngyemrBthkLY7cv77wQYQeQj0qlotf743SNRiMGziwSdzL4owxs+G7fvh0AFrdaLR0zz3788cf1ed4pDD2y2ayuUf44TF9fn6756A10LRQKahfRF+y4fSFl7tbO8aKB3FuHFmupd4KXSqVYiVT729LSUqyIAnNg/SI9376Eex3CDrRaLaUfNLK6Ab/8McP+/n61o9g35jA2Nqa65IMq+Xxe5Z6NKGvdqVOngiMDAFgODAyo/Hpdevjhh4Ny8/b4AWNAr7PZrPLVH9G15YCRAfRldHRU1zZeZLExFhzeA5y2Wi2l7YsvvigikVzZgJDv0xbpgEY2yORLNdvjeOiCDT4gK8imfcmAP8gHNC4Wi/odcoicHTt2LDgeaEFu7ZE1kWjdPXv2rM4V/mJHenp6YmWbGbtId73AtnOcHJ6ePn1ar0Ou7JqJDHD0GFptbm4G5aKvX7+u9o39KTRYWVkJwLShnQXshzfIyxtvvKFj90Cq4+PjOlfoB5+tw9kWghCJr8nQk/X63XffDey3DdjCE39s2xZ9gLZvvfVWUJyA/+1xZutkEenKKLLMHgX7ury8rA4AZNw656AttLJFcXh3YD44efL5vMomjkT6/slPfqJ7OuTfygc20xffmJ+fV3li3T106JCOnbUeWs3MzCi9kSdk/NatWzpH1g70UySE7OA43qVLl1QGmB9zsIFanmePGhEAYd+Dnn34wx/W53IfL+XFYlFli/fWZ555RkS6+zTk6tFHHxWRrl7SB99961vf0rF4wHPrgEQOsb8Euj70oQ/JV7/61Rhtod3+/n4AtI187O/vB8WZuK9er2tf2APeJSqVitLGJx5UKhX9DhnCnl+4cEGdXOx90dNsNqt6ja5ns1l9JjTDJr3++uuBsxwZX11dVfl48sknRSSyP4VCQddG+AzfLl26pLLMc+yxQewUfaKns7Oz6uDDHmALe3t7VeexH9Cgv79fbRfzw69hi4L8opYc9Upa0pKWtKQlLWlJS1rSkpa0pCUtaUl7n7b3NOPHRhL5G68g0atmsxkDxhSJoqjWC+ZLkNbrdfV+4XHEG2nTSn358+3t7SDt3Wby+MgNnr2FhQX1DNMXXuBGoxGU0mQsx48fj4F/iXQ9qvxNH4BFNZtN9eB7b3q5XFbPN9HF+++/X2mMJx/Ppk2Jw+uIZ99GAjwIqS0HjCcZLzC0evPNN/W+j3zkIyISZSssLCzEMhZEIk9lX19fAGBrS2jinaXt7u7qdZSiJu1vfn5eo4tEYj2gnH2OBZD25dxtxgURg1/+5V8WkSi6Y8vmEjm35RE9iJ1N5bSgx7b19vZqH76067Fjx/Rv5jc8PKzRdV9S9Pjx4+r5RraJWtVqNfne974XGztZPdevX9cS4z4jb2NjQz3/jNNmMvkUfOTl7rvv1qgJ3nAL2EbUhHHCxytXrmj0/5Of/KSIxMH+oDHzKpVK+jfPgc+1Wk3lnfRfW6Yezzp0tyXL7REckeio0fr6ehCpsBk4PBtvP3pTLBbVg8/9RFh7e3s1gsX12Aybco1+YZsuXryo1xNBv//++5UXPA+dOnXqVCwyJBLxO5PJaJaML885NTWlvEQOidTlcjnNmkMuoeP999+vmQ4+rdeWXEa+LIA/vxFF5r5ms6l2DnvMNTaLhYjYiRMnVMaYA7K9ubkZ8Bca3HvvvUGJcuTQZqz5lPATJ04o3XgeOrK2thakJNMWFhZ0TaRPaF2v1zXiayPaInHgZ2hEFGl/f1/lB9kh4nnkyBFNqYcGhUIhAJYlSnn69Gnlsy2BLtLlF1Fx5BD5unr1qo6BjAlk+8c//rFGI+GXLZjAWkpf9kiKTSe3Y7p69arSmGgccz9+/HhQUp55rq2tBcfDbZlde/xcpMtndICoJPwqFotBSVba3XffrXaDcXLt2bNnde1g7oxzYGBA5Qka0yqVisofOm+B2ZmPz461R4f4jbXhypUrekSdI0eTk5Oq20ShsavZbFb5xHzs0UVkh+9s1gy2kjXhf//3f/U3GyG2909OTgaA4FZffaYbdujq1atqd9lP2Ixl1hL4gE2q1WpKY/rK5XJBhq0FHWcvYotziMQznJEvbGej0dDCD8zPFjhh34JMM16bQYkOf/rTnxYRkS996UuaweFLtn/qU5+Sf/7nfxaREAC+t7dX52ftjUhX1hkXxxXYe9xzzz1KP/R5fHxcj2d6gNPBwUHlAfxGXur1uh6j+Id/+AcRifZ4TzzxhK6lHiz7xRdfVNoyFmR3cXExBsosEgdZxd6zrrCP+853viOf/exnRSTKjLPvFcg0NoIM2na7rbRi7EeOHFEZRV+wIx//+MeVVsyBPldWVlQ//GmBsbExnT/05L1if39fswSgA/L4kY98RP/2xQByuZxmrcATmw0O3ZkL7Wc/+5naIDI5kKGdnR2l/x/8wR/oPYwdu23BuJE7ZBv6f/7zn9ff0CFsWaVSUb38pV/6JRGJ9Obxxx8Piin80z/9k4h07RW6BE9Ymy9cuKDrLfOhSMe9994r3/nOd0RE5N///d9FpHscEdpBU2SBtTWdTgdH+l577bXgnchmiDFHwIjZ5z700EOqh1yPLDz33HN3LK4k0tUz+94tEvHjjTfekE996lMx+rF32N7eVjr6I4RDQ0Nqt1mXWMOy2azKjM/G2tnZ0bmzL8B+WbogA0eOHNHr0HXGZ0vY2xM3It21Dp3llAH0vHz5svzoRz+KzYf3he3tbX1fwjb9+Mc/1v+xmXyy55ieng6KvjDe559/PvZuIhLp4MjIiK5Z8J1xLy8vB/uxO7Uk4ydpSUta0pKWtKQlLWlJS1rSkpa0pCXtfdre04wfC+hky8aJRJGD6elpjXbj2SSS+/3vf1/PfeKJxtOVz+fVk4wHz+J44LXEi4mnrFaraR9EHPCw2RKLRL7w0E1MTOj4fNljC7jGc8mKuHHjRgBOnMlkYiVV7byOHTsW4PGQ0ZHP5wNAags+hgeVsePhXF9fV28s4yRS0dPTE8MmYAwi3YwGvL5EQey5Yjz/PqKez+fVa48n2+Ki+LPN169fD/CFLLAn88cjzPyGhobUG+s9yn19fcGYyToYGBhQzzp04BnlclkzEL773e9qX1xLhInoJM9fWVnRaIQFnuN+PNLIBzI7Nzen/VvAc5FuVpU/t9xut3VezBnvfTqdVtoyTgu4iGwTJbclcokioW/I7PDwsPLEggpDKy+/RJcHBgb02dCFqMT+/r489dRTIhJheyBL58+fl7/5m78Rka7+MwbGa0HaReK4GIyFsbdaLY1oMD7mMDs7qzTi3C20rlarQTYQMpTJZPRvdA8+VyoVtRfIhQUJRT+JEFmgUl/a3ALZYuc8AN3KyorqOJkqe3t7GmlExumr3W5rdAabR7t8+bI+h7FYkGhsMnqJHVpZWVH6Ybc4o59KpeTjH/+4iEQ6cadMBGwTc19eXlZbTkTRZhwS/eA7xjI7O6vPgS63b9/WSCC/oS/ValV5AO+J/FicIQ9+ajNRfelwC+DMd0QN2+22ygNrHtk5Tz/9tM4f2WYNqdfrKo8eA+ZXfuVXlL/YJPp56KGH1Eb4DNjt7W3NtkEmZmZmFHsBnf3v//5vEelmR1jgfJFITqanp1XnLIC7SLwEOLRifouLiypX8AQZEgkjdPx2cHCgsoMOsn7Ysuw+22l6ejoAjLcA3hbvgAbvfWTwlVdeUbpxH7L6oQ99SLNlLCA4fWMHuP5Xf/VXRaTLE9YHrkd2CoWCPPDAAzHaEp3c39/X6+mbObz00kuqL1wD/ZeWltR2cR8y8fLLLytWGICtd999d4Bjh7zs7+8rD6Ax4yuXyzpXD366u7urtot1jej8/Py89vWJT3xCRCJ+v/HGG6r3NMs/+IudsxnnZBgRnScTot1uy09+8hMRidZBm2GD/GIXX3rpJbUD7JksSDn2CR1n7FtbW8oTdBdZ+uY3vyn/8i//EhsDEfx77703wLvivq997WuajcJe6y//8i9FpKu7PJtS4IxpZmZGM5/Y90CXVqul6zR0YP3d2dnRtZH1mj3U3NxcsN88e/asZs5gh1lvNjc3dT7YPOgyNTUVZC585StfERGRL3zhC8pfMgJYe5rNpuoqawnXNBoNnQ+ywDXz8/P6my0QINLlMdf5TMBnnnlG5/q3f/u3IhLZr/7+fpVHsoi2t7dVJ+gfORwcHNRMAPv+IdLdA5NFwjXQvbe3N/ZeJSLyR3/0RyIi8sILLwQZFujwwsJCLAtQJCojXy6X9T54wjOeeuopzYrweInHjh2T1157LTZ29HV+fj7AZb18+bLqP9kUrD17e3uqXz4T8ktf+pJmkjIvm8HKuMgAwfbNz88r7//zP/9TRKIsxhMnTuiewe95O52O9sGeHlt2+fJllXF0imtOnz4dkz879+3tbaUt67TVdfhMZt3W1pauadi8p59+WmmN/eR++Le4uKj0QB6xaRsbG0HWHBlJa2trSoe/+7u/ExGRL37xiyLSzVR57rnnRCRaCywQNHOEDjx3Y2NDM614N8f+1Gq14H2J0xef+cxnNAMV+/iP//iPum6xP0Uv19bW1KbQJ2M6cuSIjhWZZo286667VH+hpwVt9+ss921vb+ve32dsXbhwQZ5//nkdF9eLdPdxHr8N3b906VJg7+HN0NCQ2rxf1JKMn6QlLWlJS1rSkpa0pCUtaUlLWtKSlrT3aXtPM37wkg4ODqrXjYgK3r1Lly4FpcpAgy8Wi+qd43o8eXi5RSKPGp7KVqul3kvux5tm78Pr5iuGiUT4HXjfbCUAX92L/0Uiz7c93+ezQw4fPqz9+vP+tjITn4zryJEjQUUsm93AHPEU2qor8AKPNN7Pd955R73MRDjwYtbrdeWJj36MjIzouO5U/tKXFLRVfeAN3s7d3V31otPgm83egnfcl8vl9DlE4bjPlkX1pdRtaUUiHUTEKpWKRh7gCdHo/v5+pbettCHSjVQht3j7bVYKvIQPPL9erwd0xLvb6XR0zMhJJpMJyhwzBlv1Cj2hbWxs6DPx2ttqL/SF157nPvroo7HKdiJxzAJkH3lmfhsbG7EovEgkOzbCwXfI9cHBgUbAOTeLrJbL5eCM8tLSUqD/0H9gYEC+/e1vi0gc94TfbPlIkSiT7Nq1a0HZZ+aSSqU0AkO0gLkfPnxYeYnscf/W1pbS9F//9V+V7iKR7IpEMgBPDw4OgspR8Kinp0f7h469vb0ajSDqB29tNgS2j9/Gx8e1D6IJREzX19eDTE0iwa1WSyN50J3srVdffVWzvJALsAt4rv0N3X3yySdVrpALomq2PDhjwn51Oh21LYxpd3c3KFGL7I2OjqpswkMbycUOoDfIxI0bN5TPPuJTKpXUbiBXjOXIkSPKX/CriAA3Gg3lDVk60CWTyeg4oRFtYGAgyOIkg+LkyZMqA9gmMkhsFi7r09DQkGZvka2BjO/t7QX4ddDs4OBAbTORUmT9ySef1AwG5BY9u3DhgsoqkSyios1mU+XJV6cbHh5WumMr4e25c+c0ixA60vfU1JTaUSKl2LYbN24o/eyaylrqsVEeeOABvddXLPn2t78dZPRij2/cuKGyzPxYe0QiOwNtodXs7KyOBVv2yCOPiEjXXmEbfCnpS5cuqRxjM5Fnm2kIjdgfPPPMM5o5CE/n5uYCfArGkslkVNfZByC/BwcHgV3jt3a7rfqBLECDUqmk9CZ7gKynZrOpffm59/b2BlWGwDoREfnrv/5rEQmxFDKZjHzsYx8TkUjPWFM+8IEP6N/I1dLSktINPaby0dbWltIb+w0e0l133RVUH8QmffjDH9bsBGylzQSERh7PrtFoaOQcOeGz1WrpGCwuBnP2GXy2HDyZiewVkMd8Ph/TVZF4lSh0AxtYLBY1owLa2ox7+rc4SCJdOUafbYRfpKvrYKl4HMLHHnss2ANh24vFotL9a8+gUcwAACAASURBVF/7mohEcjU0NKT0xt7Bq1OnTqmMsXegLS8v676F+UEfW23L4u4xR8YF3+fm5jQrir6g8Qc+8IGgAhS03tra0r0Jn+iIfZfyOHGFQkHXCeZnS0n7PZ7dE/ksUNZBW3mK9cJm4pD1zLoxPT2t8k6GG/ilR44c0f0KWDtkrRcKBZUd9sXIkF3f0RNo99RTT6mdQi9ZG+r1utoP1nyrL/TF85CdUqkkv/VbvyUiUTa3xcuBNr4qld3H2b2uxxakHT16VNdxaIY8nzlzRnXdYxqePHlS7ZTNrqFPxgCfsb1PP/10sI/+j//4DxHp2gpORiCzjPunP/2pzsdXZdzZ2VF6wC/swcrKSoBTy7o0NjYW2++JdHlLRjR6xgmGX/u1X1PaQAdb1Ru55zQJ2WMTExOKbfX1r39dRCRWlZA++cRO/tmf/ZnKGPOxWejw3Fd53tra0swddA/5fPrpp9Xmsebbte7/UtXrPXX82PRvX4aZBejChQtKBCaKcvf396swWmBkGsYGIbGbfYwcRtGmWqN4vlyv3egh/PYFjEUeY0WftuQkY7Apxn/6p38qItFC3Ol0dI6ME2WZmppSIec5FizRvliLRCnGFkAOobAvgyxUPlX73LlzuhgxZ+bQ6XR0XBh/hDmTyaiA+nLw5XI5KEmMoTl//nzshZK5W0EWiTYYW1tbuvDbUq4iXYW3QL52DAcHB8Em04I7IwPMj1YqldSw0Ce8mpmZCY40sEDYMbMRZdx9fX26afSp561WKzBI9NnT06O0pd24cUONPnMlzTGdTqvMWFBgnoOBwBhjkOxRRMZiAWnZwNIn+jI6OqqLA7LNfZubm7oo+dKi9Xpd5Yj7ecbc3Jy+2LMgMyZbZp15HhwcBOm/Ftia61icWLjK5XLg6EROlpaWVLexO8hCoVAInK62lDR9oEv2Bc5uPC1dbF80eLu0tBQ7sikSberOnj2rPGQTcu7cOe3LOzrOnj2rmxtepODR9PR0AM7KBuzs2bOaXkvf6Pfo6KjKlQccHR0djS2yInGHJPoIjfm/0+nEwIFFIp0/dOhQsIGCrhY0n7mPjY3FykqLRAt4LpfT+dAnel2pVHT+0NYWEcC55R1v1hHpAxr2ZRCZ40jV2tqarn/IKPy+ceOGyj3PseDE0N2DdjYaDdUdWw5VpKtvHsxxY2MjdjRDJDqeubGxoXz2Otjf3682C3owlu9///sK/u/Lxdo+rS6IdHXEOz/o89q1a0p/6GHB/HFe+aN6L7zwQvCSSxsbG1OZYz+Ry+W0D3QWeSwUCkFZdeZ33333Kf3QM+zj5uamjp2+7eabNQOnC88tlUpqtz3NOp1OAMKLbdvd3VU58uXth4eHg2OFNvjAuod+7e7uqi54ObSFIDxtx8fH9Tp0CFqVSiX9G9nE1hwcHCjv0KEf/OAHItK1c9gyf7x5f38/KLSAvTp9+nQQtIE+p06d0ucxFsa2srKi9OZ5k5OTutZzLNmWDPcAwvT9xhtvqP6jSzjjzp49q3xGZmzJYK63QPMi8Rc+eMTeq16v67jYL/L81dVVlQt/bHV2dlb752gaR8VarZbSD/mwuohsM5dqtRoUgmC8tVot2EvaF0QfpICnKysrOh/kHduZTqcDxw+yPjs7q3sLaMzYi8WiyhX7KuZpg8aMnefv7OxooAoa2eNu6JctXsK86Nc6s1988UURiY49WccpdhB+2cAwtIGO2I/p6WmVX14wkYmVlRUdK2u3PRJu4QxEon3t66+/rmOBXwQR6vW62lpb/IL5oXN8vvnmm6qXNggOnZAP+EsCQa1WU31k/WSctVotKN5i3zMA57cQISJdu+oDEchHq9WKBZ5FIj1bX18PHJGsRVtbW3q0DJ4wp8uXL+t19v0MHYd+6OLx48d1TeQa1osf/OAHOmfebZC95eVlpZEt+sI1fv/HNXt7e6rH7A9Yw1qtlvIQXULOzpw5o2NhL4WTrF6v6z7fB8XHxsZUrnC8MYdSqaR0R88mJiaUDtgpZO3KlSs6L5xD2Aq7ZmGTGMOpU6fkz//8z0UkXlBKpCsT/p0IuaxWqwEd0a2f/exnShv65Lm5XE6dmexPkf+vf/3raoNwNBF4vXnzpurZL2rJUa+kJS1pSUta0pKWtKQlLWlJS1rSkpa092l7TzN+bPMZEnjW1tfX1ZuHx9yWAveAplz78MMPq1cWTyPey729PU3d8kc2Go2Gen/xovGZTqeDYy38n06n1VuHt8+mQProNc/odDqaFocXM5vN6u946/AmXrp0Sb16PprJPO13eFQ3NjY0msCYbcSTLCLoZ4HkbGYQffE/c/ZgwTZziigDkZLt7e2gNChe4QcffFDvsyXtfSTcglzyHRESshxshJ/n4UW2EWMfgbQAyf4IxdDQkPKC59j7aMgvz9vb21N5tEf/6NunT0LjlZUVlVH4Ba0rlYrSlD6PHDmiERGf2SUSRXGsTIt0vfD85qNP2WxW+YyeWABce9yDMfB8aAUdaLlcTsfnQZc7nU4AxMdnp9NROjBnfpuZmQlK2KfTadV7nmNBpPmNzBbGaaMEROexGSdPntQsOPQa+vT09Kju+hToO4Gv84x3331X+eyPB9VqNeWpT8ceHBzU/r39qVQqQTTt+vXrKj9EvojylEqlnwsgbI9jAB5J5L23t1ejEaS0Wj54eaTdc889Gs1hPja9n/voC/msVCpB1IP53alMMvI5MTGhGRa2rDj8IuuOLJvbt2/rmBmXLQqAjGIrGcvg4KBe5zMDGJuIBLRutVoajSfqh20qFovaJ+NFFk6ePBnLghWJsgDOnz+vkSwij8j4K6+8Ip/73OdEJDzatLe3F2RH2aOl8JmxWwBh5oye2r6wq0RKd3d3NUvDgzyPjIxo/9h27OLx48eDkq6Mvbe3V+ngs9qq1areB/+4L5vNBtlp2IVMJhNk0gwPD2vkFttOxsrQ0JDKKGOw/APcGblALp999lnVZ5rtB5qS1QloZ7lc1jR9f3zM6qDP3CkUCsobdNCu5RZE3n7W63WVZVv8wh55tc+zf9MHUem+vj59NnYR+Z+YmFB5gtasL1tbW/obPMXeXb9+PTiqZUtQE5VnTPZ4Mr8xPu575513dJzYLWTv6NGj8tWvflVERI+DnT59Wq/D3gA8/LGPfSzIvIRmExMT+h1rN3rTarWCTAkyA06dOqX7OHQRfb377ruDKLk9vkqEnnFa4FFklP2ABXxl/vZIu0jXNpFl4DONdnZ2giynTCaj/PVzF4lkGjtnMzyxa9gwZNDae+bK/e12O8joZR28ceOG0hSawcdMJqN9YfdZNzqdTnBawNp7bKbPUKpUKrq+2OM3rHfsO+BRb2+vyijHTeCbSLSnhn4ALP/+7/++viNAK2g9MjKidCDjnrkcOXJEbQtrB8fO0um07oORBeTr4OAgKPzhj/3Z8d7pmDF8vvvuu2OZuyISyxj/8Ic/LCKR/JF5+cgjj+iagYzyvIWFheB9x2au2EICzFWkKy/Qgb58uXqRaG+HnOVyOZ23BRAW6R4hQs/I5oIGtVpNPvjBD4pIJDNTU1MqK8i/BWSGNvyGvExPT+ucsQ3cNzIyonKBTKPr4+PjsaO5IpFOnTp1SscMj5CXw4cPB5AYfK6vr2sGDnYLG3Ho0CF9t2GcNqOVPR3PswVs/P671WqpjNoTGFwPT8hc4//9/X29DztCZpKIyF/8xV+ISGijr127pjyHZs8884z26X0VrNNvv/12DIjd9j08PBwcp8VmjI2N6bO93mQymeD99k4tyfhJWtKSlrSkJS1pSUta0pKWtKQlLWlJe5+2/1/AnavVahBRIsr17rvvatQPT5eNQOCJx8Nmvat4sH0ksbe3V73AgDXhGV1dXdXncR+e93a7HZScxZtmo4W2NCjjZVxEI/CA2zKgRLnsWWGikTxve3tb++A3G8nCW+mBsVKplHpJ/Zn5/v5+9dLTeF42mw1wICzoGPTHw4j3OJvNauSABj8OHTqkY2HuRDMODg7Us2nPN9qMD5Eo8jA+Pq4Rerz8eI8PHz4cKx9uaWUxbZiDLelNBAXPt430QzefcVUul2MlOkUi+bARJrzGeHo3NjbUe8uYkI8TJ07odR6Q78yZMzEcKZ4D75Bxiznls8OQ1cHBQZ0XY0GWMpmM3gdvuDaXy2kUjfkR/bZnofGYM79qtaq8ZJzcPzMzoxEKxskcbLl0X3Ky2WwGcpLP59XLD/2ItszNzek84DeyZM/FIgPo0sWLF/U7+GSzbqAVeko06OGHH47hBDFmkS4fGLOlO/PEo4/co29DQ0PKQ+hhM3iIklhAP/jLnIkclUol1QEiPzZTi/FgK6HV4uJiUHKW+RWLxRjOh6XnwMBAANzMtfV6PdAvxpLL5XT+PqPMgsFiT9HF2dlZpY3FBrEgxMwHGniwdcZSrVYD0HWL/eLxpBhTpVLR++z19I2+8Dz6zuVySlOiW/BtY2ND7bfPInjnnXc0w83iYoh0ZZwIG3NnnHt7e0GGVqVSUVtkCx2IdHWDcfksydXVVcUosJkVIt1oFXRgfhaAGPp54GiRKOPMZweWy2Wd88c//vEYPfv6+oK+LHYJvPC4MDs7O3qdLUwAzge4FjYLzGdVotcbGxsaxcfOoEuPP/64/Nu//Zv2LxJlll66dEmfhz4TJV9dXVV5R4cZ+6lTp5TG0MGCmqKz9EnLZDJB5JK5jIyMBNkQuVxO5Y770MubN2/qfoC1ANtkseDgqc1Y9hgdROL39/dj+It2LIVCIciUZf8hEhaCgGa3b9+ORaQ9XZBfIupc+41vfEP7sllfFhhdJMrQePDBB4PMWuZi94Q+syiTyeh9FpNQpLtuo0PQymKssE4wFuyHBU9mfvDv8uXLug8ji9Bi2nA9Y0CeU6mUrjNE9aFLp9PR36wdR+89oL4FJ+U3W0bbyyZ82Nvb0/HZNUckwjwREfnEJz4hIpFc2jkCBstvqVRK58o+jj2YvY/nop9Whrgf/uXz+di+mcZ+1hc7abVaasstgC00g25///d/LyKiGGqvvPKKyi16ajGkkBn2Scjufffdp7bI4wYVCoUgK9sWGLDvMiKRzG1vb8eKothxvvbaa7F3DJrHQLQg29hISrzb7GnkDswX5vnMM8+oPjJO9jbValXtBvxCPnt6evRv5Nee1kAekDnGffz4cc364jnYu0KhoHMgexrbef78edVZ1muLC4WuMob5+XmVP+5j/3jjxg0dly/d3mw2lQ7YWGhli+H4IjP7+/tBRjNzOX78eAwkXCQCML/33nuV/szBZkgj2+zHPv3pT4tIl8ceC5X/R0dHVU943sHBgc4HvwK/TU9PB3tq5jk8PKw0xQ6A1TY3NxcUf2GPc/r0ad3zw2doYPfTvgDIsWPH9DQP4+P+GzduBO9eNsOcMVvwb5Euby3u8c9rScZP0pKWtKQlLWlJS1rSkpa0pCUtaUlL2vu0vacZP9azhofKR7QeffTRwLtKtGBzczPwQPOZTqfVu4bnEM/X/v6+9gX6O55NW0qa6IXF8/HlE5nD5uameua532breDwSPLD5fF77YC7b29saJfFnypeXlzX6QLYSnr+9vT3NdsHjSpbUfffdp15IohBE/DudToAxQxsYGAjwdSxuji/FaCteQW+uIbNjfX1dPcR4YOH32NiYRkPhe7vdDipmWIwk+idriCyR69evK7+IqFrPNPzBO+4zE+wYkJeBgQHt0+IXiHRpDC/hG2WPJyYmtC882Hi+T548qc/253WbzabymWgeHvt6va4ZArYqnY0+iERRgnQ6rV5qjz8xMjKiJQ6hMfe3222lFZEUxmfl3ketGo2GygXPRQZarZbSgXPSnAu2mULItq/QwvxFIr2xmD08t7+/X/XYRzqy2WxQVYrnlkollUPkH5o9//zzQVTBnn8mso+dgsY3btxQvaZqCHq9tLQUwyCzv+VyuQD3w/7vK+jY6iRErdGfYrGo0U7oAf+q1arOA1kg+lQsFnXO4LPY7Agf3UI3LNaXL2Hd29sbYDLBm1qtprLGc23VJ2wZMmftiS2Raun4wAMPaNSP89w20oyOMweLfwJd7Dh9iXdaT09PELG3+DO+3DwYPBMTE0obqltwbSaTieG8iURyOTo6GtDBVvVCBpgD0bG5uTnFzcNuIyfpdFrHQl+2CgpjJ1vk4OBAr0f/of/Q0FAsk0skWuctDpXHwTt69Kj+jS7S99zcnMoAdhQ7Mjw8rFFrIqr8Zqv1IWsWz8RXeLTZGESALS4gETZ0wmIN2MxHrqdvH6kkWnjo0CG1edhxmxkDTfkN/LHXX389qCjJvLLZrNKRTyKgFruBvhl3o9HQ8XE968zS0pLaVWRif39fZQD626xr1mVoxD6kXq+rDWJfZNd35Bc+232ZrcAC/ZgzMg1vbMlmX82VKigvv/yy2jy/loyMjCifGB92cnZ2Viu32OxPn11Nie1XX31V58rcLd6er9hKy+VyWsYabCz2cfv7+0obv4etVquxLGLb99DQkP7Gc1mbFxcXdc1CLpjL5cuX1Xbymy1FDS/IXCHzYnNzM8CysBXkvE6Nj4+r7tEHexqRCOeKDBxbhQz9gN9kvNy6dUvHh5zQZ7lcVv30Y9/Y2IjhZopEdrXVaqk8eaywVquluoD8s27bLG3Gubu7qzIGv8iOsJW7aGRlDQwMaFYJusH8Jicn1Wb6alapVEplBpvHOC9fvqz8xd7bdyuffcTan0qlYvswkSj7+fDhwzHMT3tNq9VSmbYlsm2lP5FIxqenpzVbCBth9xW2gqFIlMGzsLAQYPgh251OJ5ZVJhLHzUI+kFX0pdPpqKzQ2NPfddddOkdoxRzuuusuLWGPXCEfhw4d0uwr5GRnZyfIYuM5TzzxhM4V2iL3Fy5cUH4hm8hLo9FQvjIui9tJNgrZL9D11VdfVVwz9jJkd1oMHZ4H7a5du6Y67jOxJycnVe65jyprvb29apPQT3S3v79f7amtdu3xaXkf3NvbC97b7SkU9g+8W9p1ClnBxjKm5eVlfc5zzz2nYxCJV770crW7u6v9++q/uVxO127mZTGCLO6avc++8/2i9p46fnxqp0hkwGB6pVLRDZM/0tBsNpVQGFVbyhDBhBgwamJiIjgmxTVHjx7Vv30Z6P39/eBYli+JJxK96GEA7BExDzg6MjKiTGYhKpfLsYXN0qpUKumYWQwtmBUMRwEx+o1GQ/u3JSOhFcKHonPN2tqajpk5wodGoxGkn7GZs2niGBML3Mhvvrz9/Py8yoAFhsN4ICu8ONgNHkaO+5544gmdD/1bYDOe7WVnb29Px2rT+kW6Ss78ffnhcrmsG0G7AYVmvnwfi9uhQ4f0OuTCOlZeffVVEYmMI3NpNBoqJyyQm5ubOmfmZ4EUmQ9jgZ6rq6uayo3sWNAyD8Zo6Qn9mI8F3EQePPiddeaxeKJLm5ubatBtOjS0Zn7+6Mvg4GBwVM6m5QJKzCLf09Ojiwo8YfO4uLgYpJMyzr6+PtV/vqPlcjl1vvKySZ/pdFoXZz7tESebPg2NROIg2R4o2QLBe4fC5z//eX3ZYn4//elP1a6xOL/wwgsi0pUv7v2N3/iNGN2np6dVL3HQQZdsNhs4wu1Lri8/bo9/WPBL+mJ+yAy2iU1CKpXSOcMHewyNOTB3XuQ6nY72ZY9g2SMWIlGK+97enuqEDyJMTEwEBQkYQ61W077gky0F7sFc0d2lpSXl/Ze//GURiWzMiRMnVL/YxGHvVlZWYqDMdi7FYlHHxRiswx/++iMb7XZbZYZrBgcHVV79i5t1FNGHPe5qAc5FIof45OSk6ip0hMZLS0v6N3aOF+/bt2+rXHln9MDAgOol48SWzczMqBz64yb5fF73Hf64tz1yxFpUq9W0LzZ4bMaXl5cDIP0333xTRLq2hY0n4+TF6vXXX1cZoKwyNCuXyyqH2AF04sSJE8pD9i+Mc29vT+nojz7bI97YXMayv7+v+nkn++OPudZqtSBIZGltX3Is3be2tnR8zIFxtlqt4Jgx9qtarWof3mloy4MzJnTEHk1l/4hj8fDhwzEAVTu/RqOh8g8fsFEXLlzQY4XwPZvN6prGfNANW4qeBn0ymUwAZIuuHz9+XO9DTphLo9GIHZO01/C7SHRcAVnv6elRG4ntY35DQ0NBEQaCisiLSOTosy9R2E6uJ8g6NjamNEVGDw4OlK+ME1oXi0V9sWYNwu6/+eabgVPHHr3ye3kc/zMzM/LII4+ISHQ8iBdge/yXxliuX7+uPGT/8du//dsi0pU5z2d7DAo+YeewFa1WKwD9HR8f1xdtdBw6bm5uBgD/9l0KPvGCzhjskTLuRzd6e3sDRzXvL9lsVuUPUHqeMT09rbRFB+1xYOQP+0HA5dKlS/obz2MdzGazAXREuVxW2URuGfv58+flm9/8pohEcmuPdfp9IsV0fv3Xfz12XMbev7a2pmPAHkBjCy7MvKDd4uJi4DiDz41GQ/egHrakVqup/PEdAd/19XXdR2N/c7lcEFyyR5VYa9iDoqvpdFrngzzaYCq8YF1Atzqdjuoltgm6Hjt2LND/b3zjGyISrV32OdBxfHxc6YDjHUfL2tqavuNhRzhO3dPTo+OCxvS9u7ur+1McMhMTE4GjjXepnZ2d2JFXvhPpFoGBB1zzx3/8xyLS5TN7LJyN//Vf/yUiXfuGPGCv7H7YO2dsgJh1CDo++eSTItLlnw/I27UP+UXXWSv39vbUWfuLWnLUK2lJS1rSkpa0pCUtaUlLWtKSlrSkJe192noskNr/6/Y7v/M7ByJxIGZfknFkZES9sP5IQ71eD0qGE8U+deqUeiR9pNlGYvCiEx1+66231IOKNxLvWU9PTwCohUeae0TC8uCFQiGWDi0SeetqtVoMiEmkG3Fg/nh/Gd/e3p56Gm3pQfpkzGSJkFo8MTGhY+B+m/bJb3hjoU9/f39Q9pYIpvXM+9TRXC4XZGvYaBy8wBPKcxuNhj7bgvb642KUN1xcXFSaQiuiLbZEJWOxx3wYA/SzpaSJKDFm+kylUhqdYc424mblQCSSoRMnTsTKQYpEUTyb/eLnvrKyotkhzIGoAfeIxMFtuY5IA//bY3vIsQUXpg8yfvBaHz16VPnM9cxhYGBA50iECl6+/PLL6p2mbyJi9ggW9LMlLokqeLDa3t5elUd7LIux8WwyBE6dOqWRaXhD9LCnp0ezc3x6qAV69eVN8/m89ok8cu3BwYHKDH0SqVpfXw+yh+zRGq+DRM4OHz6sz7PRI5Fu9BD+ch/Hd2xkkN8mJiaCMrZEVj72sY9p1I0+sSMXL16U733vezpW22cqldIsEqKnyKwFDLTHcBk7vKcv9DOfzwf6ib2anp6ORVBEJJaiTJQL20e0rFqtqsxA2wsXLujawXphAfh8hhDRnZWVFf0NW4HsDA4OqkyiNzYKCg+JyCKr7XZbx8L90DWfz6t8QFtbDpiIPbJNNszu7m4AYInt7O3tDcCMiZYtLi4GpZpt88CE+Xw+Ft2zc+/r61Od4JiKzYBFlv2x0M3NzVhJW5E4iCayCb/R75GRkVjpdEuPwcFBjRz68uC9vb2xFGmReDYLa4A/psxYRaL1oqenJzjqyTgff/zxANAXm2uPZXE/UfL5+XndF1i6i3QzVpg/vMQu28Yc+K1ararcfvvb3xYRkd/7vd/T53uAU/RtcHBQ6WaPMbLXAlwbfclkMjpX1i9b+MAD9ML37e1t3a9wjQW9tlleIpE9tVmIjJ0odrPZDAA97R4HnfMwAul0Wm2rPXLInDwge7vdVlmGjhZUG5nhPnu8kIww1mn6GR0d1TF4YNnR0VG1kazzFuDaH0mlz06no7JD3/x/+vRptXNEr9EJuzf3a8rKyoryhEwo5Hl1dVV5iD0eGBhQ+0vDFp44cUKzhbBz9DUyMhIc8UdebIYiPEWXrly5ovLHHJjzvffeq/sCa39FupF3rkPGyQro7+9XmvpjVvBYJLJl2J9qtao2Bb7XajWVIx/N7+/vD3TCZg6jAzzn4YcfFpGurWUNJ7vkD//wD0Wky1OfeYMsnTp1KiiQYzP0PICzBUPmPvpmzXvrrbeUfqwz9igcdLfg5Oyj2Ddi03/0ox+p3WHM7Gnuuusu3Ssgt5Qen5mZ0eM5/nSHLUDDHBjf6upqIBfI+ssvv6x2nk9LD+QA3bdH5DmCjwwx7mazqWsw8jQ4OKj6wjss+5wHH3xQr2c9t7Ab0IE527Xcryu8j7Tbbc3StWXcRbq8tbZVJNoXnzlzRuUPOvLc733ve0obMnBYm6emptQ2wBPW+9dff12z+1iDmMORI0dUTux+Gn4xZrt/J8uIOWM7C4VC8K4Mny2AM3PmuOHc3JzqBHJPZtnAwIDy6YknnhCRSD6KxaLaObLSPve5z4lId31hj8CaZ08k8ByfxZXNZpU2f/InfxJPYzQtyfhJWtKSlrSkJS1pSUta0pKWtKQlLWlJe5+29xTjB2+uLXFr8WpE4hEYoh9EMK9cuRIAyhIFuXLlSlDqHa+ixYzBu8c1J06cUK8j0VPrxfeeb4tnYjNhbLOYFDyHcU5MTARnmycmJnSuREZsSXnGw9iZS39/v3of7Tl9kXhmAGO3YHt4CpmfxfGxESzbp42Q8lx71hJPps+CuXnzZnCGGq9/oVCIAZiJdL3v0MPj5Jw8eTIG1mbHXq/XY2fIRaLoTm9vr/LEZ7lZUDqb2SLSlUHoZsHoGK8vQY1H2gId4w1GHovFokZGkQH6HB8fV9og9zZ7w8uxfY7HPzg4OFDZxCPvgc9FoqgMdL1582YAZIYHO5fLBWd+afl8XucKv7lmfHw8wBni//n5eZVxnsdcLAArXm4bcfKR1bW1NR2rPc8u0uUXWSFEuZDxUqkUAJvCm8XFRaUfDTDelZUVnetLL70kIlHGxMjISBAdg7c2S9CDDLfbbR0Xjf/hrUjES6L5ExMTjkx8tQAAIABJREFUqkOMwco9kVyiYxY8lvPK6EsqldLxeEDE69ev6zygvwWm9VgW/N/b26ty5XFhWq1WgCEC369duxaTB/vbRz/6UbWV/gx2T09PgHNz+fLlAMSVCFpfX5/Sg0YUr6+vT6N3RH5sGW3GgB2weGI+ywnbtrW1FeCLWPw7aGrHINKN9HGmn2gXkTqLFeezR6empmKggyJRdDibzeq4LLYbtpL1hai8SKRDRJMtdhpZIR4ryQJ8+/Wpr69Pf4MeNqOGCClRPKL0VlfgLXTIZrNBBqDFmUMefWn63t5e5Q1ZHgMDAzEcATuH/v5+HTNyQabV6Oio2rfvfve7IhLJajabVdnkfL+N9mLzoD82amJiIthDWb2D/sgerVqtxvDCROJgq9DIF3aoVqtqy9knVSoV1ReP53PmzBmlHyCm0KVarQZ7JtaCfD4vX/ziF0UkWgtsOXdfaIFxHjp0KMAewcbW63WlqcVwonEd32HTWq2WzgE5Rk5u3rypuoA82qxF7DD3r6ysxLCz7Ofc3JxG17kGmzQ3N6d053rkhTHa58Hv4eHhYP+BHrTbbc0MAE+DOe/u7qptQb8ttiTz8Tgojz32mNpFMORs5gT6YnURnvgM83a7rfbMA/0vLi6qPQPLguyDvr4+lRXW629961vaD9g5ZNmAM7K6uqo6znPsCQGfPQ6Prl+/rvxGLhlTT09PUCobvrVaLd2j2ExRaEn/8GhgYEBpBE+hwYkTJwKQbPRzZWVFfyPzCZ6sr6+rDmJHLW6eP7EAzSYmJgJ8P/SuWCzqfHy2Xq1W032Hzz4fGxvT+5hDrVaLyblIhMuVyWT0XmwLWHA7Ozs6Z3jym7/5myLSzfyxhQSgLc9DRj1QejqdVr1nrox3cnJS1xNkAX3Z29sLZJw+77vvPuUFfYENeejQIV0vPvShD4lIV0aRSWT74sWLItLdf9j3B5FoTc5mswHmmc9kFYnWF/suZW0yY6Bv9pzQEfqn02nNAmeu0OzGjRsqD1zPmLa3t2MnPkSibOFqtap9sdZB12vXrimt6NviPWE/LG4bY/bv++VyWeUBAHlkoVqtqnxwPxk5u7u78slPflJEogxK9irXrl1TecDG2CIhvEd421mtVjVDiHXTnrKxWFgi8bL1/5dTXEnGT9KSlrSkJS1pSUta0pKWtKQlLWlJS9r7tL2nGT82EuPPHeJpHB4eVk8k0Uw8ZSJRhIHIAV78Q4cOqYeSCABnlMvlsno5iXpbxHbu89WRenp61KuNZw1vn8f1sfOzJY3xPuKF29vb0+iMzWzyFVXsGUXOCOK9BIOkv79fvZx49G0ZdF823kY3bXUW+9vOzk5QxYrWaDTUc+0R38vlsnoh8UzbSje+FDpjOnLkiHpzyYjp6+uLnTeGRiJd7yfeZq5hDn19ffpsX4HLRpptZImxcL3HJyoWi+oRRi4scjv9QweiNAcHBypPlBjl/vX19aDygMVr8CWhbUU4ZBUZqtfrKjuM2eJjEJGFv4xpf39faeojgiMjI3q996Lv7e0FFRssXpM/J01kqlAo6PXQz5ZftOeiReKRao/1Zau9cL3Fo/IlxqFxX1+ffof8IkMrKysareOTDJeZmRm1V8iXrTzoI0TIfSaT0ciex3kqFouxkvAiUaTI4jMQDfIRcvs87p+fnw+q2Q0ODurf9PX888+LSLfSBrJGhAg+zM/PB5V3iAzec889eh28QSZu374dnP+2NhsbeafS6IwTfbbldqENdCQa1Gq1VOZYC6CxzZ6xuCSMlXkRqTt37lwMg4IxQ0efKWHL1vObxeES6fLSVuXjO5GurUEfGYONXvNsj/vR39+vc0Y/6WdgYECr1zAWWz3IlwUmOyqbzQZR/FQqpWMgoghdWq2WjovvbKaEj3JBA1v2mcY17XZb9YUMCIvlQh9klfCbzSjFtkCDWq0WZHkwP5GIJz6i3m639TebPQcdGCdjslU/sPd27ffls61dtVmHtpVKpaDqCuMbHh4Oyrlb3tIn47SZeegHc4Fm09PTShsi7/xvq2/6uYiE+EJXr15V+04UGn27cOGCzousGaKvo6Ojatdstq5Idx1EBzwvC4VCrJS8SGQXFxcX1e7AZxvNRp9ZC5hXo9FQOrImgDPy+uuva7YM2RAW1wW5sPtAn+lqMU6YM8+Dl4uLi2q7GKfFXbElpy1dms2mztljCpVKJR0DvIQfm5ubWsmJqDXynM/ndQ6sBcjJY489FjyPa8vlsn5nbREy6dfIVqulPPTVymy1PfiEHbp9+7ZGvn1FWpu9yFoHv6emppT+HqNnfHxcaUoWAM8fGxuLZZeKROvn2NhYbA8pEueRLylt90DYHebc39+v9/JpMwB5NmMmM6FSqSg9fLXaM2fOBBWHubbVauk7B9ezttpsLHhPRqrNNGAfDH1yuZzKGjrL3vTIkSNBBrbN7rPvaiJdTBvegTyOYy6XU3lFBqDLc889p1kavF/ZjGD6wo5jf+r1eqzKr0ikN+fOndNMHcYH/27fvq10Z++LHR8cHAwy2HnX2dvb00wf9jnvvPNOsLfA/hSLRcVyQmZs1THmQ2a/3VtbjDQRie07fUUs5jcwMKB9YH/Q9ZGRkQCDiBM1Fy9elNdee01EIvweu/dlv+2xUbPZrO4FwfyiWb2B1tVqVcfgsfVarZY+k7Ejc7lcTq8jq4r1aW1tTfUYmbbVg72+8H6XyWTUfnufwa1bt1Se4DMZP9vb2ypX/kRMp9PRdxpk1GKoQY9f1N5Txw/CYkFZreET6aZPcR2GGaG0Gw2ugQDFYlGZ/MMf/lBEIoNmj+ug3Cw2PT09sU2pSCQs+/v7quAorD0GxQJgyzCLdBcGxoogoRi1Wk0FAcO0s7MT28BYuiwuLur8UWbmbEv10b+lsT/ahAG0m0aei8Kn0+kYsK5ItOnZ2NhQ2ngjNzo6GqSeW2eSLdUuEh2J2tnZCUqUT0xMKI0YF4qYSqWCEqQoT7lcjr3wisRBVumL72wZUcbny2fv7+/rwupBw23qMzJAn51OR3nJeK3zxYMZ08+tW7eCMogYwJ2dnQC4rlKpBMab+/P5vNLWgxnXarXgCIpdeOiLeSHP9lgFm334Vq/XdSxsrlhgjx8/rmP2AN+Dg4PKb2/0U6lUMD+utSn8GGULWEdfd3qZ84t8Pp/XTT10wWZkMpkg3dWCZjMuPnkxzWQyAWCjPRrpNx9WPj3YuF2kuI6x2w0V82Kxthso6G6PqUAPACvt0UN4iH6xGRkdHdXxoJf2GAGbMAsoKxLZBTtX5LFSqQROVOts885aCxSO7kBj+sxkMrGUYOjhwTPhpQXjBgTSHhNkw+vT2e0Lt3V+0DcbXO63Dd1hrnZsHviWuRwcHOgRLV9Cdnl5OebAFYkf07TOdZFog9Lf3x8A51pHOjSG3+12W8eM3FvQZuyoL688MDCg4/NA/PYYoz+6trS0pDIHqDx9rq6uqswhF/Dh6NGjsX2ASLQOWt3wx/9EJDg2XC6Xg+CBpbV36jC+3d1d/Y3vmMvs7KzywDvbx8fHlUa8aONkmJ+fD0o126MK0MGmvYvEwbWRD3v8xgd0WPv39vb0ech2qVTSdQV5ZK175ZVXlM5sZgF5tnS+dOlSbM61Wk3liucwl729PbWVvKDfyYHmbe3y8nLsmLWIxIKElPxm/bPHPfkbW4YN5aXXjiGbzaquIY/2mK136vCik8lkdK7IAPJrAwR2jyYSD6hZgHqei72AfrzE7O7uqt1h7Mj45OSkroOMFyfs7OysvlAhhwR2vvKVryj97HEn+vZzWFtbC/TFBkT9USjmkM1mVab98bGLFy/qPLAb/Hby5EmdM7zhGe12W1+84DO0sw5F/2J6zz336BzZo/D/5uZmEFy1RzH9Mep0Oq089LxcWVlRZwbzYY9hwZaxmbyYtlotlV+cM9B4fn4+VvxGJB7I8MFiC5juYRt47vLysvIEm2tfqq3TTyRyzh8cHOh3yL1IJFv+nWNtbU0Belmr0PlsNqv85cgifT777LNq85AP7l9bW1M5vNMRJ28XreMfWwBt4Xej0dDnMXd0pFQq6f4P3bBBmC9/+csi0gWyZu68/0H/73znOyLS3dvzfkoZd7uGMEdoxhExnBU8084vk8moraTR59DQUFDshHWgVCqpk5CjeTa4jXzgDGJsDz30UAxaQSR6/2+1WmpTfOCl0+moveK3zc3NWBEbkUgOp6amNIDh+ba7u6vrMvtFdGRzc1OPp7EvRj5KpZLqB3YRGheLRaWDfQ+hTxxhyAzrVKPR0HH6d6Ljx48HDh/G1mg0ggDSnVpy1CtpSUta0pKWtKQlLWlJS1rSkpa0pCXtfdre04wf6030JX9tWjQeK3t0SqQb4SeCgsfPAlX5VN87lWr2WQA26ocH1mbDeI8y3rq+vr7gSJQFcsbLbKNB9MnfeE13dnb02XjKiQxubm6q195GkZkf3l9fXn1/fz+WjWPn3NPTE4BlWUBm5oN31qYP8zf0t5k40MqW2WXuPvXclqbDk4+Ht1KpaEQPWbAlOH2aN/PKZrNBpo/1lnoa8X+9Xg+As23Eyaf/WRBJIhXMD+/x0NCQ9mVTwEW63n9/1It2+PDhWDYaNLLPEIlnefiSxMhco9HQv31JYltymWaP7fhSwYyh2WzGjlVZeohEkSUPNFipVGIA5yJRBMfKjvdu22d7cNyenh7lsz0yxJz5jjmXSiUdAym/8Gh/fz9WTlMkyrB79913NdrH9WTbNJtNTeO15XlFuvyC90REbElwn9rNuEulUlAmlmZlnL6hf61WiwGNinTlCx7AEwtAjGwzP6InzWZTwWYZMzJkyyNjy+w18JVxwS87F1+m2maQQD+bpk70jjlwbX9/v/6NTaPZUu/IMdEa+x18z2QyGtFm7PY4qC+habOj/PFCdMOmdMNvrqnVatq/BecT6eqBLwPMtYVCQTNAfNbR5uamPo8oEPfdvHlT+Yys2UxWm/3Gd/DVrsHczzOJ+KKLtVpN58/9/DY8PByA/zO+mZkZ5T08Ze7Hjh1TGkNH7OT4+LjaJF9ModFoBCDS3Le1taURNprP1hGJ89SD5dvj695uw9MXX3wxAMwls+DcuXNKUz6Z5+DgoGae2SPcIl0ZYF/gj/tNTU3pXKEL19qj3NgkeLO9va06BI2xHaurq2oX4fvDDz+sNoL1GhrUajWNKPusiM3NTZULf3Q5l8spD21JXJEuT7jeHysfGhoKjkJAq56enmCNtMd8sBHoPjxeWFgIslShcS6XU1uEDnU6HY2qMxZobY/sY/vgTU9Pj9pTf3R2f39fr/PAyp1OJ8gURIcPDg5ipZlF4keImCPyxTVbW1ux+YvEs1zZr8Bvm03ks9xt9pLPVhobGwsKJjD3/v5+5Z0v/d1ut/Vvvw9JpVJKWwu+K9Jdy6EbfIZHthQ9Y0bObt++HQA4oy+FQkEzhTjahJ5lMhmVGcYA/QcGBvQ50DaVSqncw1PmPj4+HmSzWggKf2Sfedo5cpzWgqHDJ+ZnC7b445I8f2hoKPjNAvDzt+eDfc9ifvCtWq3qb/Dd7v+wFdjMq1evBkek2fecOHFCn8l9XPvmm2/G9r8iErOhHhCf/ZXNMrN7a5GurHv4D/i4sLCg+vi7v/u7IhLJycjISHBqAjuyvr6u9KDAy/b2tvIHQGDaysqKzse+V4l05dBDR5AVVK/Xg6PA8M3Old8Y77333qs0JvMM2zY3N6dyj+zR5+3bt9UmAVzMPNvttvZP34z7oYce0rUK+YI3pVJJMxmx4xbYnmejZ9BAJDzOXy6XdTzQEfn67Gc/q3LLvgqZuH37tj6PuWM77f6D623GLfTzOtHf36/6zLsAstNsNoM9NbpsfSS/qCUZP0lLWtKSlrSkJS1pSUta0pKWtKQlLWnv0/aeZvxYIFa8iDZiI9L1LBOVJCJwp7LpeO4sOBTRCM7Z4flqt9vq+cMzZ0ureQBmvOoHBwcBqKUF+2RceAnxMK+trcVKoNvfms1mUCZ9aGgo5j0UibyClUolwFfBw2mxhKAfntCBgYGg/B8eXIuLYTM5eAZ94Wm0ERUL8GWfm06ng4in9XQSYfNRq3Q6rR5evMb2jLH3bA4NDQW4RLb0pM/0sUCe/oy9zXixeEQi8XLwvvwhnmyLt0JDLpvNpnrwLcaGSPz8N1EdiztB1IO527PhFgdDpCsf/tyxxanwIJPMK51OB+DdeNgbjYbKucd7KhQKsYwA5iPSjVSgu4zFAlOjn8zHAn5bbCqRePlnz0vob6M0jLe/vz9WHlokilgsLy8H5ek5O2897ES5ee7JkyeDMvNcazMY0EvoMzo6GisjKRLPMsPO0Jedi8fmgC75fD4o0WyxYMhgsFkE0M3rfC6XiwGMMmaRLnCgPytMltT29nage9xvwfZsGXfGafXDXtNut3V86AL2a3NzMwB+tpk/0BYZ4D70SCSKpmWz2SAbBTuwtLSkttIDU2cymQCcDxnq7++P6a8dZ71eV3p4HLF0Oh2AkTImizPCPIgszs7OBtkvFosLOqBDPDeXy6lNx97x/IODA52PBY73pdChh8XU82tCu93WSBl9orMbGxvKZ87tQ7P19fVgvbSZmB5LiOdfvHgxyBwhs6tarQY2xZaTZyw+26xSqageo0vpdFrpDE+wLWtrazofj/exsLCg4/LYaYcOHdLf7N5CpCvH3oYhuxYjhTFbzEEfObcZyD4Tz5YE94DxXNtsNgMciKNHjyqNkENoe/z4ceW9xyK7ceOGYgHxPBs1pw9kk7kcOXIkyI6E75ubm0EZW/jQbDaDTAnGtrm5qTqBzFkcFewVPGIfMzIyovJOdHdoaEgj2T4b1paZZlwWE8uvqfCtVCrF9okiccwY7sP+QIOenh59DvxlTI1GQ/fIlNhmfq1WK4YBZ8fJWm7nbLEtyMjwZcn39/eDsuytVkv1A1th10N/EgDd7evri2FpikR2pL+/X/GkyGqgVatVBcNlXhYDiQxsm+HGOFkTyBQi22l9fV3niMzYddFjgFosI5tFz1w8jp3NBoc/YI+gz5VKRa8jE8Rn+ouEhVAODg5UBugL/toCI/CL9XNraysotsHzU6mU0s3ji6ZSKZ2XzZgSEXn00UeDUt5HjhzRbEIPVvvwww/r3BgzmROPP/64vPzyyyISAQHDr3Q6rbrAvs8WXMBOwQdoYHEBmRd99vX1Bdia3D8+Pq5j98V7pqam1AaSqcLzisVikLHZaDT0b/SFbDO7V0DPeM7w8HCQcYnc22czPwuGzrx4HutFp9NROWLPyzVnzpzRTHlklvFVq1WlG/tUsmcKhYJmS5K9ZXWQvjyQ+MbGhtoirnnwwQd1D+hLytu523VdpCt7zJ9x2fcmX9yDPcatW7f0N/iNzRgYGFCZ87iY6XRa+8e2YH/y+byO3Z/Y2dnZuWOhG5Eu3/w74p1akvGTtKQlLWlJS1rSkpa0pCUtaUlLWtKS9j5t72nGD63T6QTRI+v1xNOFN5bfyuWyZhTQ7HlT73W3Z0/xDPuI/+7urnrSfAn24eFhjQbh5bYRfB998vfbMeDl297e1r7wfjabTfXIcx3e8MnJycCDj2d6dHRU5+qjOtDLNouHQh946/FUFgqF4CyuLdftKxTAx4GBAZ0/kQTun52dDSoBMKeNjQ0dp62o5bFleE46nY5hvIhE3uZcLqf32UwCkS6/Paq6xefBW0y7U8YQ39kotq3yJhJFHmZmZpS2yAfPs1UamB/e7UKhoNfzHfI0MzMTi3AyPv5mfHiDU6lUUCXEZsvQry8r2dfXF2R02Wwun41i8W+gsY+sioRRYfh9cHCgfdpqXiLdM7q+rDW6IhLpM5EOi13EfTZjjSwW6E50c3h4OMgYoe9MJhOc07W6SDTM41gVCgW9j7kTnRCJ+OQ/M5mMXm+xDfjfRyp4XiqV0ii5xSCyFQ1EJIbF4LMaiChaTA+fqdXX16fyZEu103zE3kb/PL6WzfxkLD4DIpfLKT3+v/bO5DfO4/j7xZnhNtw3kRIdWbIcy7a8O4mNOEh+QS455K/NIcghRoAYycGI7diGDG+RJdGkSJGiuA2Hy3D4Hgafmu9TTeXoFyDqexly5nn66a6uru6nVtrEO3BpacnnFMuvWl1j+XKlg8bpm/VkWKwKAx8eHx+7vOY3+OPatWuFx6BW7YvWPvWMoe9Yy7lve3vb96y4hicmJiqVjrTNjY0NzzkVqwMuLCx4G/ymFQDVg4m24R3lJ2jLb9BDPWli/iqtbhTzfXD/9evXnQ7MPeN6/vnnKxVizPpya2Njw+kOr2LdPz09db7VyonQOuaMUW+iWI5Zq5HyCT2fPHnidMea+be//c3Memue32Lp6tXVVacHfdeqJnwXZYTmUYJn1TsCDxrmTStkQat4flHvVa2Sw33Mk87fl19+aWb9Ki3w7Msvv+zrMXpvPH361OkGjRnL8PCwy0jmVyu3at5Asz5/aLl0ZJl6G0QPOa2oinWXfZT7d3d3nVZUtuKaxcVFP+eo/FEZqf3TfYz55dxyeHjo/MGzyeegFbGgFZ97e3tFpUD1wsMaD/8qDyB///Wvf5lZvwKSVphlnbHXvfzyyz5vWlnTrGf5jznQtEQ9vKN8Fc+EtKlnZOio8kpLppv1efyLL77w9rHGM0fLy8tOf+Qw+7bmRVN5aNbzAoXe8DptvvHGG5WS9fpZq9U8Lwl8qOXnkQPsZ+qNDP15F5ifn3ePJPUwNOvxHOuM3/CYMOvLWHI5QbP5+XnvK2uW525ubhbeeoz9zp07Pic6v2Y92aY5sHQM4+Pjfh/zgEfP2dmZy2Tk8fz8fOUdTWm7vb3tY0UesD5XV1e9r8wvbTYaDZd58LtW2IsyludNTEx4Xy6q1Bbzh3HNn/70J38OYyeH4qeffurjYs/Tc6Pmp2UsnFWRDXiJ1Gq1Iscgz2m1Wu5ZFKseHh8fV7zuldZbW1veH/hWK5QxRjwckTE7Ozv+PH0XZQx8x96Ih9729rZXwuL+mKvXrC87Wae3bt0qohPW1tYqVcb0+vPzc2+XsWoEgp5jGY9ZL9cS9Nd3V7Meb9MGMp0Kbbdv33b6xaq6p6enRR5Y2v7mm2/cYy169zSbTZcHMWqgVqsV1dguwk+q+FHBziGARUOI089+9jNnjqh40CSwFyWSi+5qbNIzMzMu3JggBIcmQ+IAhECbnp4uEq7xeXZ25vfFl0JN/BwTVmkJdhhnYmLCJzKGqQwODvp3MKWWMuWZvMxoaWh1zTMzL7O3v7/v9GNBaEnIqKiAdt1u1xkzhl5sbGz4gZfvNKEczM7CQHipW6++aMeElZpojM0o3re4uOh0o+SvhlzEEAGu1WR4mhCS36Afz9GXSdpik9GkorEsJzTe3t72uWcMmlRaSzGaVRO/xhfmkZGRQklGf09PTy9MtMgY4BWezTXNZrMop6obXgwR00MaStqYqHR2drboA8+v1Wp+MEQOwEsjIyP+bPrCPE5NTRXJ2FTxE8Pw9vb2/DDMXHJA7Ha7fviG51AwDQwMuNDmkwNUq9Xy+Ymu/BryqYk1uZbxMN8akqVu9Xr//v5+kSQbXpqenvY2NXwsljC9KAk9awqsrq76GDmUaeJ0+D26bU9NTfk8s5kxrqOjI+97dEfd3t72fsU1MTU1VbiJq5zjAMRvyKb5+Xn/Tsv70m5Urk1MTBSJurnvn//8Z6UkOfSmn/FlWkP6YhJ62h4YGKiU/FaaTUxMFOXSWZMjIyM+BnhUE1RH92s1NMCrzC3P08M+fdFQI56jh/woB8Dh4WHlsGbWP9wODw/7XoeMViMQz+Hwx1oaGxuruMKb9en/9OlTbyMmVp6cnHQ5GhXcvAzpmFURCX9o4vIYLqaGCfZnxse8Ly8vV0pbm1UVpZrUnWeb9V62YtgjvPPKK6/4b5yrojJW6aGhMqwP6AF9RkdHi8SQ+oITX8b/8pe/VAwQZn2ZpGEqnE24dmBgwA/mMcROZSY01lAPZIQazXi+Hn61zWazWRgUdH9H3jNvzM3333/v3/GpoXPIaPry4Ycfen/YX2hrZmamoC173OLioivc4TVeHCYmJjx0IobP7O/vF4YZDcuIezj0+Pzzz/159F1lDfyhiYDNeuW3WSfMCX1aWlpyuUPiefo5MzNThKPv7Ow438bf/vvf/zrf0T+Vr/QV2QzNarWa8xovkbwofvfddx7WFkPLarVaJTw+jp39BdCXTqfja4I+qGE6hm7R5vLycpHUf21tzdcv86TnzBgGrUVuouFZFfFRscq8ffLJJ76W4vlxeXn5mYm3d3Z2XG5Ew9PExISvcWjGmIeHh73PqiynT1qAwKx3puGZ0FTP1pr+gO/Mekp2fqOf+nIcx8x5c2VlpSiaoUoXTTOiYxgfH39mqNf09LTLAfj4//7v/8ysxxMffvihmZXK+Uaj4edSld/MK3KH+1qtlssIlNi8ez1+/LgoekGbY2NjThvmhmf8+OOP9s4773j7Zv31vLCw4GNmL2Yv/eabb/x6DT8366UKgMbs81z71ltv+TzDO9B/eHjY6Y2M4dqlpSVXxKoihjXBc+jn8fGx76W8D2u4t57bzPqyc2Njw/7617+aWd/AiHJtYmLC6YHhHzk5NTVV4SOzPu/cuHHDQ1LZX+C95eVl59/oCKPh0BcVd3rWuUyRoV6JRCKRSCQSiUQikUgkEpcUP6nHj7pbRUuPJhiMXh6ahDcmE8TCVKvVinLPWuoslvlGY9Zut11zHa2GzWbTtbcXJdFEAxo1nFrqNnpc7O3t+d9qNYE20d1+b2/P+44WVxO0aTI/peP5+blrOfkNq6uW/4ulMc/Pz4vS2vRXXeG0zDH9hQ5oLRnT9PS034f2kj5dvXq1sDCNjo4WCZzVqyqWVdckglhjYhlzLf0dE4Ob9S1DaOYZ3/j4uM8TfcCNfnp62vuA9UJ5grmMFq3JyUnX/kJr9UItmCvEAAAgAElEQVSIZXPV0hrpXq/Xi5KbmugrhrypZlg98HTsQ0NDTj8sCNEirv1Srzj4Hd7j/06n41r6aDne39/3MWM50xKltKXJpxlTDJ1QK1f0+Gm1Ws5XaPu1NCNu70DvZ875hCempqa8P/Ae/Lm1teX8hyXyzp073jZrgrFDFw1PYe2h/W+32z7P0IjP3d3diieYWc+iyLpUl2c+oQfWUE3iC1/Bq+oWDI2jN4sm043JCLVku4adMi74EOuVWvy1zKhZn1dv3rzpfKWyyKxnPYxJdS+CJjCO8pDPO3fuVKxhZv053d7evrAAgVlvTWixgPipiY3NqongYziu7ov0mbY1tCzKG+0TfdfQSLPe3DK/0H9sbKySAFU/NdyT9Umf1tfXfR0z9/Dsw4cPi5ALeEjLZ0dvVQ0RY+5ZI1ocQb0IzXoWT/hDPcHMevKVdRXDV9UbC97T8BTmUL1KSE5JmBmWyEePHhXu8vRFrcm0yRjef/99pxvrTT2X2R/gdz07qJeS3n94eFgk19eQX9qA7pqcVBMim/X4A48FxgXv7O7u+nNiyHKr1fI5iaXbR0ZG7O233/b2zarlpmP5YS28EMNimatGo+EW1eiROj09XYQP4HWwsbHh1mESqSIL5+fnK3yk/TQrvW+3trYqoWc6hpWVFR8rZzxNdsv1MQR/d3fX+xDDnjTMn7MFHkavvvpqpRiC9nN4eNj7Es8T6+vr3j68o+dvzpe0qfILuiFPdnd3vY0YyqbnzMiP6mWDJ6oWDCG0Bn6kTycnJxUPE7N+sYKxsTG34kcvy2azWYR34pHQ7Xa9z8w9snB7e9vHEJPSd7tdnx9ovLS05N4J0FvDrfBgYr1pwZZo4ddwK2gTw2F0rNCWtr/++mtfn3zSz9u3bxcpLfjc2toqzu3R68asz9t4tUxMTBR7wqeffupnLfZZ9TZlvmLqifn5eR8P9KR/7Xbb5SL3wSdjY2MVuabX1Gq1oigFEQtLS0tOx5iIf3FxsQgBwst1cXHRPvjgAzPr78nwzvXr192bRD2343sVv62vrzvP0C/W1tDQkI8LeupZA1rF8KWTk5Nij1PvW8BYkaGtVsvHGr3cx8bGfJ6ZB+TxxMTEM/eEoaEhp+1rr71mZlUPdU3+b9Y72/PsePZ98OCBh1DFAlP6Xsyc8rwvv/zSfve735lZf55YE6Ojo4WHODzb6XR8fpkb+rK1tVWE6LEGv/3228LjjTbNrIhC0fdC9fh9FtLjJ5FIJBKJRCKRSCQSiUTikuIn9fhB067x7Wi80F5q0sKoyR4aGnJtINYLjXVTDx+zqtUWzRjPQyP46NGjQlvPfVpWjz5rHK6WvjOr5pPh71jKV5OzoqkcGhpyrWNMaDg3N+eaTyyImjND89OYVWOh0dRCIywPIyMjhSVcvQfoa7RYzM3NuZVFE58xPrUMKTReGAsVVhNNVKqlbqOVRS0VaMO/+uorpx/jpA36oNa16AmiMbVYxeAh6HHt2rVivtR7CS1zTKap9I8We21fS06b9TThMWGuJo6Nua00v0VMhKiWpVjWXa0fkbevXLniVgKuVz6DjlggNP9BTHCneVoAfdJ1Co1Yb/T3+Pi44mWk4xsaGvLftPx7TKgM1PsCCwU0GBkZKUrKw3Ojo6OVktg6Hs0BxdxAK403Z32rt1/kQ41bh8b0SeOso5WRNTg8POz8B1+22+0iVwZrUPNwxISeo6Ojvp4Zj1qF9Dqz/pwcHBwUz9ExxUSIyNy1tTW3lmAd5prBwUG3DEEjxtfpdCr5Qcz6FpWhoSGPPYfuR0dH3lf6DjY2NorksdB9cHCwyNuhMdcxT5PmE2McMaGyesjFfHZm/XWCrMbio3mUtHQs/eY72lRvFuQ31ie8G+r1unt9YSXf3d112c06Y2663a7THS8P2hobGyuSoGt+E9YC9Gcv0GTScVyaU0jPCvRN93PoYNbjOXgFmUaftFS2JvE26/FxzLGmedtiks+trS2nd/QQbTabbvWLud00l1bky4ODgyJRsZbWjl5VrPP33nvP1y50VI9qZCvzrB4U0StFvUehN88bHx/3RLLRO1jL2Gq5YbOedyE8HfNldTodHxc8qgmVo5eSloqPuepYL+vr686/cZ3t7Ox43+Ff2vzxxx+9f/A4cui5555z+U2+HLXwx/xQIyMjLt/wkiEh7cHBQeEBwjX7+/tFXiJ4vNFoFOdT6HN4eOhjRMbS5p07d3xeY46PR48e+b7OnECD/f394rzJPrqwsODrmPWCN+3BwYFfh0eO0ogx6xhiLjhNbK1r26x/7nn48KHLa/qgazKuJc2pR+4Q1hA0GBgYqOSQhA60g4yIpZrn5uYKmQL9T05OfHxcPzs76/PKmoXWCwsLzqO/+c1vzKyfHLfdbjvd4FHOA6Ojo0WuNR07/WHuNT8PfWAMnPFarVZxRo55DJVGzPHq6mrhIafvT9AWOTkyMlLJh2hmlbMDa45zPjwxNDTk/Yhed81m03+LHkPXr18vPK00ByhjjMneX3/99YrsMqu+k0Ij8l598sknZtbznGK9QFtotrq6WnistFqtIrcjz11aWvL3D3iaudTy3jHB+kUFb9Q7E3rERMkzMzP+N8+BJz777LNiD9YzFWsQGsPPR0dH/l7HPENr5ppnm5nnYhwcHPQx43E7NDRU5KjS91XG9corr5hZVVbHpPz095VXXvH3b9piju7du+fjh48Zw+joqP8d9RPb29s+b/yGN9Yf/vCHSv4ps7483d3dLQoHsb/Nz88XhYouQnr8JBKJRCKRSCQSiUQikUhcUvykHj9oyLT8XMzT0m63XXOKxhCN6C9+8QvXFKIJVQtJ1EBr5vVYMhztabfbde0ZbaFVHBwc9OvQ2tFfLZWtuYsYA4jx9GdnZxWPBeiBxQBgcTg7O6uU4TSrlrCPY9U8R1Frr3HSMUcH0Go7sXLD6empz5OWrWQssRIR/V5ZWXELTKzcc3p66tYgjWeNVaE0JwXzFfNBDA0NuSb6Iq8P+gPNNEdCjGvnGUdHR04r7tdym5rHSPtyfHzsPAqt0K5redmY80RjtuEn+P/k5MQ10VoON1atoQ+aL4jnwJv1et3Hj8VZNcxYW999993KNY1Go+if0graRO8IaGLWt+qodT9aTZjH2dlZ77tWLDGrVuMgZ89rr71WzBP/z87OusdDzLMwOTnpa5u+qJcP/Ee/1NtAyyjzHMai1QTMqmVfo0cja0LlI/djRel2u4V1F3S7XW8Dumxvb7slGz7Boq0x+axLLGhTU1NFrjWu7Xa7hYWfNu/fv+/XMW+MQXO7RS9JzVUVS3MfHR0V/EuupL29PacDfVDPmmjxHBoaKvK90YcrV648MxfL2dmZ94v51ao0sbKK5oLTHBRKl7OzM+edWJHowYMH3gf2PCyEDx8+LPJBqDen5hIz6++V29vbzr9YhynHenR05OPSkvTkJMDTh3F1u13vO32Av9S7MlZRwcJlZoUVdWBgwOnAnoCFdGdnp1KJSZ97enrqVlC8WBjLzMyM0xQrIfKn1WoVOZnUG1G9DqEZFk76oHsI/YHeyJ27d++6JRAeZ44GBgacNlF2ak4h9QIy6/Eq9NP8FlxLP6NHE/ealWtpZWWlOJtoDo2Yj+qDDz7wPBWfffaZmfX36ZOTE18LMSfTzZs3i6qdmu8GfmAP0rxxsXqVniNpi2ug+b1795yvsARrnj/mjfFp3g+srPTvz3/+s5lVz2yag04rBCrUI1pLVjMW1hm5XDTXV/Qk0MqB6nWo9FhbW3NvLPiYeb97965fj4Wf+2q1mu+R8eyluTLhR91jaf+9994zs35lPi2jrWOI5ZHhvWaz6TwW87bV63XnCzwR2N/a7bavfzyztJou/EHfmbfR0dFKniuzvnV9Z2fH5y3uLzMzM85j5GbSksvwMd4lmj+O9Qn9r127VslVqbRSr9GYa+2jjz4qvNwZn1YbQo5As8nJSadHlFtmfTkNj6rnYPRSV29rrotVn+r1elEhmTmem5srqosuLCy4Bwj3aT5TZAmRH+olwvjhL3hnfHzc903ojjw9ODio5FiEftCCvnLO1PM652bkqeY9ZJ6QP/BJu922L774wsz6c4Js2t7e9n7BT3qOpn1koFbi45yOjFlZWfFncw1zpN6V5LtivVy/ft3HjCcwdNnb26vknFR6PHr0yD766CMzK3OiqncOz2F/73a7Pr+sZ669d++ezw1Vs5AB09PTRZ7PZrPpHnzQQ6tWI894HuN87rnnnC/4hAfn5uZ8zNF7f3h42GUYbcJn9Xrd6U0/6cvs7GyRZwgP9YWFhUKvoB7gVFxjLPCZjv1/4SdV/GgCuZhMEWjC3Xg4YLLN+kSE8b755psiSaIKivjipeUbaQvXLy01z7P1pd2sx+hMKOPic3d31wUezEubU1NTlRKHZr1Fqhu99n1/f7/YlDQhZTw08v/IyEihZIHJ9KUzvoxoyfZY/nZwcNAFCgsXuszMzFSEjVmfmWu1WlGSVEsvs/GwALVkeHyhmp+f9+v45KD23HPPVVx0I/1j4ltorQoE3cT4Py48fbGNJWA1CXIMY9RE36q80992dnb8bw0z0f/N+kK11WoVpUgRkk+fPvXNhA2c5w0ODj7TJVbDMmgbV9XZ2dki+R04ODjwfkU6djod38w0DIa+xXBEDRHhJZL7WCu1Ws3XxkUljGOixlar5bSJG4KW/NVDsFk15CWWQu50OkWonZbojjzKxj85OVn0U13X2SzjgW1ra8vbjErOyclJnxPaevLkif8dx6ClcfXAataTI8xBfHnvdDq+npkT3Vjj/PKiPTk5WXHJVhqrkh35wYGj3W5X3Jq17cnJycph0awvWxqNhtNKXf/hQw5OGspJfzQEiufFMEZ4fGFhoSitTduNRqN4maZ/x8fH3iZyhH62Wq3ioAZdlcYaYkfbMYSQtV+r1ZyPmGeu0TAVnvf48WNfl9CRfe3k5MT/hg81RE/3IdoC8A58yeFqc3PT55l+xudrnzXRcrxew1FVEatQORxl9ODgYBFKMjw8XLzwqqxALiFj4YnDw0NXZPGiwprSpMTMCffrngU9NTw5vrihGDw4OKiEg+vn+Pi479McEOE93XfjC+Ps7GxxGNbk3/A7a3djY8Ppx3zDzwMDA75f8jwtnhEVFcgt+MusvxZ4gT47O/P1paGefNI+/dXy87QRzwVmpREAmXRycuJtaPL7KN+4//Hjx64AoH/Q9t69e65oQJGgYTPwdCzkoUYtNdiZ9fgY3oSeWiwlKoxpq16vu/KEvmiBATUeKg4ODnxchOCzVubn54tzjhYDoX3tZzQcIduPjo6KxONa7CCWf9fQe+QUSjZ9H0GWAQ3ZhY7wI7+98MIL/ltUyjUajUJpomdllGL0TwvJ0HdVurJOYgjVlStXCiOKKtBiMnRtB1kSjVnz8/M+Ri03z/3cFw0nWtoc2iKXt7e3nQeQx4xhc3OzMCQdHx97Xyl5DX/NzMwUBkI91/J3TEnw5MkT7zsKB6WdhhWbVQ07KNWYQ2Tt8fFxhW5Kq2azWZSdh57Ly8v2y1/+sugD/WRcWowo0pZxjoyMFO9EGk4EkD/IuxdffNH5L8r7sbGx4t0SOX7//n3vH4owaDY9PW1vvvmm/21mroBW3uF+5vHRo0dOWzWKmPUMNihyGTN7iZ5voe3e3l7FMM5YzXqGIcJNo2PD06dPfc7pH2fXGzduFCkZNP0CfyNHkKHaFnMDX+t+hrJd3wliWDn91STZ8A7jXF1drehQnoUM9UokEolEIpFIJBKJRCKRuKT4ST1+wOnpaVHCGI1Vq9Uqwj7Qnu3s7Lg2C40eloHZ2dmirDKftVrNtb7RSjMyMlKUkNZkZ1oe3azqHRFLVqNxXFlZKbw11NIRyyCenJy4N1P0vtDwiOhKqF4UMUmzem3wN1aek5OTiruw0nFwcNAtKGiG8VJYXl6uaPe17U6nU3gGaEhKdL1TC1Us031RyVmeq8kp0UDDQ48fPy7CZ8DZ2Vkl/MKsWr5cQzq077Ozs5UEkkozdZel71zz5MmTypybVbWz0eKu80Ub0VqgHj8aMgBvYxGBVufn5z6vrBct6QjdYlnw1dVVpwOaaC3LjPUN7ThWqN3d3UoYnP52cHDg/bzI0wgLSrSY7u3tFaFN3LexseE8gGWpXq/7uoJP1KJCuzwHC+7+/n5RYlzDWqInkybnho78Bl+Nj4+7jMCDhLGrtx5yA5k4Nzfnsov5g+d+9rOfuRsp6xNLztjYWMXjzKzHAzFsQxN9Q1v6ouv6Ig8E2sayH9fS888/7+sFekDPqakpt3rQNm2en587r+HOqx5i0JixQP/Nzc0iKaN6RDHPGjqgpa3N+vK0VqsVYbWM5fr16z4/MemkmRXeF1pOG7pzP597e3tFSXPWi1rEY/LZN99809vnU93vWZ+MRcutx/1CXeZj+MHq6moRiqYJavmbMcAD+hygyYVjgm4Nr4qetWoFjEUHdN7UQ4K2uB+LcZQjMzMzPmYsulgnV1ZWvA14oNPpOG+yn8EDL7zwgj+H9cIZY25urrDesSYWFxcrJb/N+m7ieh20hi6Tk5NOG6yh/H90dFRJuG/Wn++FhQWndyx08dprr9nf//73Co00NBNZq/IVOQXdtPR4TKis3lIx/FET60cvpd/+9rdm1luT0CHSs1arFcUv6NvZ2VklPFjvv379esXLC9rSN/rH3KrnbPQSaTQaztu0xdmp1Wq51yx8r+dT9Royq+4z0coN79Vqtcq+bFY9F0fLLzJQ9x7mEi8YDQ+CD9mfrl275m0yX1qiPHrbqfyOe6omxOd5ei6OiW/Voo68Yewacs53kfeuXr16YWl4s54cRrbGYha1Ws3HCo35rdPp2Jdfflnpg55X4zlaE2nDO3j+HB0dVRLnm1X5g7mLsu+ll166cO8w6611xkNfkGUnJydFUmb1wovzDN9vbGz4GGNEwe7urnuuMW/q7RQL3fAuoPs0NJqcnHRPieg9d3p66vMKb2rZ+hiSo1Eb8B/jQcZo4Q/mgXW6trZWhJ/++te/9jZZJ9Fbr9lsFlEG0ODWrVveJvPA80dHR30MKhdpi/EwPi0yA5/gqTI4OOhrj/s0LA55ynkHGb+6uup8RR94D2+32+7BynOgZ6fTsT/+8Y9m1pdT9K1Wqzn/xfAsHV/0bGw0Gj73hDjR9s7OThEStb6+XrTB/v7SSy95W9AfHtre3i54W5O9s/cDaNftdv0cBv2hnYaS06amdYm6ALC+vu7rEZ5BJr7xxhv27bffmlnf+5Zz54MHDyoeq89CevwkEolEIpFIJBKJRCKRSFxS/KQeP2hlDw4OXPOKtk69B6JXDhpUtYKiEdVcLmgt0ZxiCW+1Wm4VA2jfJiYmilLqaJrr9bpr0tBSo+Wbn593TWqMwx8fH3cNXvQy0Twcmtj3olwGtBk1hbSpeTGihlPzA3ANGkS15seyo91u1+kfS8jWarVKThSl2fHxsV+HNUM9VGJCZTTF6+vr3oZadGOibi0jGhNFa/6fmBeK/h4fHxeWF02gG/MuQUe1LnC/xlJHiypjGRsbK7yH+Gw2m36dJmU1680H1hL1AuKaGN87Pj5eJCvTkonwAFpuLRsYS8qr5Yi+oxVXjzm8hrhGrUrqzRDpz3OYG6wLzWbT+Yk1q3Hu0QoHHVutVpHXYWBgwD0e6AP8srOz42PE4qCJsdX7xKyaQyFabGJeHr1Gc4JE67pa0CN/KA/FOGfGVK/X3bpOfLV6ncWysq1WqxLzb9Zfn+olonm8zHp8D3/E8pBqBQX0QS0XjI92Tk9PizxS8OfTp08rcsasb6Vpt9s+z/CHej7Ql5jvSUu3M/bBwUGnaSyZurW1VSSVZ284OTlxyxVrSD3E4FFkBAlz9/f3K1Y7s75lcG1tzddV9NIZGBhwHmBOuf/f//630xi6MKdjY2PFfsR+pjwO/enn6Oioj1lzH8Hvap01661daIUlivuXl5eLBLFa0ls9WsyqnlrqpRGfGz3PGMPY2Ji3EfOZtNvtQr6x5k9OTryfz5LHZlU+iR4dXKeekNBFCyhE7yv2+QcPHhT5kOjn2dlZkdBaPQChuybd5FNz5pj1ra4TExNurY1rQ3OkROv82dmZt8G6fPDggfMmfSFZ+Obmpj8nFtTQpPTQinnXnFjIbfUGp80oKyYnJytnLLP+mVITaEdPtFar5fOGNVp5nrUE4Bc9j6g3UfSM07VEH/gOXtUcLqwXPfvGktXQSotSxMS+AwMDvudHj7LT01Nfx1zDOtvZ2fHzB7TlrLa6uuq8Es/F8/PzlaSlZn2+2tzc9PHgWTM4OOhyMHofnZycFIlX4YHJycmiwAi0Pj8/9wTuMffOm2++6XTDy5f98/PPP3caqQcIz6UveLni+fDkyRNvk7MMY9nZ2SlorIlw2XM4S52enhZ9Zny3bt0qcmIx5nfeeac4e6pHEzRG5qrXRsx7BR//+OOP3i+eA7rdrvcBWcbn1taW8xjzRU6zubk5L4EOz+g5mrHrOZU+sJ7p78OHD50eeNRxJtJ3G/qiiarx2InnFx0/cwg9FxcXK0mI9bf79+/72om55zqdTiVBt1l/r9vZ2XFvMfqCfB0dHa3k3DLrzRdzAY24b21trcgrpyXskWGxPPvDhw+9P+zPtL2ysuI5iGIBpvn5ed8nkMe6d7EmkBv089VXX/U1HvMsTk1NFSXlNd8f+168b3x83Gms+01cx5qzi7lAJmkBBHgyJs3f3d0tvHPow71791y/wNih1fT0dJELVZPmMzd8qqe/5sFVGp+fn1f2S7OqVxv72f9CevwkEolEIpFIJBKJRCKRSFxS/H/x+Gk2m65FVOu4WU+zhqYcTS33HR8fu6YLDRcar4WFBdesocXUEqgxz41WHYoVnfi/1Wq5di/mCDIrPR5U20r/GAv93Nvbc+2glmzXDPJm1Sz6F1mYYx9iGcVms+n3oc1F+3l0dOR9RiuOxrxWq7n1CHD/zZs3i4z5WgVIyyKb9a0M7Xa7yISONldBm1rCPpbkbjablUpAOq5Go1HERcILGxsbhVcDfajX605bze1j1tPA0i/4UPMnxCoSWrGA+5gTLUHLGGLugXa77TSiLxoLz1ix5MzNzRXVMbRqU7Qkap6c+JuWOVVvC6VZp9PxsTJ2rEhTU1M+xovyNsFHWNyw5ExNTTkfxSpT0JJnK4aGhtzygkXg+PjYaRm16Fo9DB5l3czPz3v7sdKB9iVWIDk/Py9iapl3jdXmevWMgTb0hf+1KlIs697pdPx6LJZYSGZnZ4vcW5rTJrY1Pz/v86t9NuuteebyIg/FKIu04l20xqu3U8zdohbkWLlIc63F0vC02el0vM/0F97d3d2t5C4zq1YR5Dv1jmCtwduai4s1x9jp39nZmY8/xo+fnJx4G1GWmfWtYtyn+RKQJVyPV8XExITTmDHDA3t7e8X+xzrT3GIXeVzFCn6tVqvi8aR012oa6tXH82LFS8Z3fn7uY2b/w1I3ODjo84WMZS53dnaKPrAXjY2NFVZkxrWwsFDxCuE7s57Fk/ZjaWmzMjdbt9v1/TJWgDo6OnJaMR68Q1588UW7ffu2mfX3W2TN1atXi1wbrO+Dg4NK5TKzvmdGt9v1/kF/vCO4x6x/htIcMjG/FnP0ww8/ON9jGWd8CwsLlfnleeQoYa///e9/7/TBssxcwKvdbtd5M1bvrNVqhZcT4xodHXWe0Vx1jA95GCu8NZtNl3ORxs1m02Uy+5J6XdM/ckogK7SiE/va4uKi8zl8RV8ODg783uilvby87PTjOzxI7t27V3j1sO6+//57+9WvflXQFvpHyzTztra2VuSSRLbcunXLaczzuFY9G+EhZM3c3FwlD51ZXwa2222nH7S9efNmsZdqHitoiqxQb1r2CWjN/G1ubvqYI43/8Y9/FHmlwNzcXOFNRV+uXr1ayclhVq28S44N+gS/HB4eOv3YN7RiUpRlzWbTZVeUO6Ojo94HzdFj1ptb+oBHDfT87rvvfN3Hs6hZn6fxZOKapaWlomIX++7169cLz3dk2vr6us89dGBNPXz4sFLFCBrRX9an5gFjXjXvD32B/1jH8KzSOeaPPT4+dn5nvvSswjiiJ+vx8bE/mz5BA/WKjRWSJyYmvC14Br66f/9+8b4J701MTPgcsh92u12XJfEdTM/kMa+RemG98cYbld/m5ua8z4wHmo2NjRVVAT/++GMz6/EHz1EvLLOeXGQukDvkD6vX65V5YlzQjLHyfqy5TsmvE6s2a9Uy1vzZ2VnFs0rHoJ720FGrF2obZv0cXFeuXPFnaQ4tsx5fxqqF/P/kyRNfX/A/a6JWq/kaoA+aq421Gj2C9/b2vAL5d999Z2b9d4EbN25UvKufhZ9U8ROTuJlVy7ebVUumsihZNFqeEObVw08s1Q7jHhwcFIuFhawhSlxD23pAjyV1VYDGcmtaTk5L7tGmJtnjPsbFSyZJ0p4+fer3xhcwPShHt+2hoSEXOvRBX6zYUON9jx8/riSv0/FpiVANNaIv8YVbQxw0xEXbvH37tr3//vtm1n953Nra8j7Ehaju1JE/9Dl8aplNNi/oCc0nJyeLJLqamDmWOmQetre3nW5ahpK2NUGx0rrT6RRuufoCHg8KmgwZYaPhAPGww7i+/vprFwLwla43LQ1s1ueBa9eu+W9sVPoyzoGGdYJAazQafiDX5LaMj4NaDOMYHx8vXOr1YIrw1jVn1jsARL46Pz8vlGoXlc+OZdlrtZrfBx00uXFM1qZKMy3rTZ9pm7mPrruatP2iUrexNDnX7O/vVxRmZtXyksylKlhi+XEtHa7JpnVcu7u7xcFEQ1gucjHlk3ml7yrn6AtrFj7RBKAxpOfs7MzpxwsS94+NjTmt6AtK7G+//dZpwzrQELZ4sGk0Gj4nzLO6YdNX+B/6HB8fV8rJmvVf/qx/BukAAAirSURBVA8PD/0gw/0YA7T8LfKYFz6z/tqLyn196eTAxYFoamqq2KP0YBpDmdS9Gtdz+nflyhXnNQ3xMusdqGJCWXUvj+Ftb7/9tpn1Do8xJITDlRoWVBEAreK4tMgB65g2VTGO3KFNwk2+//5776eGPZpZxT1bS+oi62JI6+zsrNMyjuvg4KBIQEmf9vf3nR9j+LUmBo8loQcGBorwFOao2Wx6X3iOKrtiSKsm5I8lqFk34+Pj/uKhpZp5JmNVZW/cl5ijTqdT7NM8b29vz19ueaHVEAzGE1/ENjc3/dnMCWOZnZ31PSQqJFUxHvlrYGDAx4BMYbw///nP/aVT9xDGSj81DD2Gl6h8hK/ioV2NYMhVXsB4pn5qmHc8d+jeH0OQodXi4qL3BfprmBFni6g8rNfrPifIImT1zs6Oj13pQtguLy36Isu8RuPBysqKn+OQRexnJycnReiJhr3G8FPQarUqBTHMqkp2+hz3ruPjY9876IMmd9YwFuhnVlXa8jwNYVPlkVnvTE7i8hhi+vDhQ/8bmafFDuI7kYar8Bw1gNKXeMaG5vv7+85PjIF5Hh4e9j0rntUODw8rpd3N+jz38ccf+x5JX3744YdiLamSBv6I58ZarVaEhsGP+mKvRUfMevzBfcgffZeKBkkU+fV6vTIXSis1CqqRiGewnuO7ys7OTvE+oeE7F+23jIvx6JrVc4pZ/0yzuLjo88W6pn+7u7tOt2hM1GIFr7/+uj/HrBd696z9dnZ21pVQtAlPLC0tFe8qyo8oOBgn63xvb6+SnsCsx9vIBtYsfZibm/M+wHNcq3uxpimhHcbDHsC6vnHjRhEqrkUwuC6+T9frdQ9NZQ3puUONvWZ9fpybm/P2v/jiCzPrrxE9F/wvZKhXIpFIJBKJRCKRSCQSicQlxU/q8YMGb2JiokiSigZxdHTUtWZoLdGKn5+fu2YylqhT91xN/mrW1y6aWeFJ0mg0XMsZE7bu7u7689S6CGIZRDS2sX0dQ6PRcOuThi9xb3RVr9frhfVUXVajF4qWj6cNxoMGd2VlpbD0a+nEmGSO5z99+rRSGlh/Oz8/9/HEJIvdbrdwK+f/drtdSS5p1rM0x7bUQsLfcXynp6c+rujq2+l03BKLRUvDcLg+evdoyVq07mhbteRkLH+pFg++iyVNFRoOot488fro8bO/v+9WhZiYrNPpFCW51duAcTGnatXAaoSbIjQ/OztzjwfaVLfg6FGjXnQxkXtMfKffMTenp6dFyXH1VojefUNDQ0USNvVa4HqsOvDE+fm5W8yix6FaYTWUkj6pvND7NjY2XM4xHuZPvV+QXXhLaYL16DVj1l97GtIBrTTZOv3TEstKx6+//trpoYnj6C+/RaurhhDyqaU/o3VRy4jSPnTA2nLlyhWnc3RxVa9M5gaaaVLM6NE3MzNTlG7XBOlaMtmstyaix4kmD498qJ4g8DTzjVVJrX70T8u9xjBe1t3IyIjzE+tUeVw9YZT+5+fnReiQJrnlOqxQjPfu3btuPdJ1Fj0CoJnu00ATm7KWWGfwwMLCgs9z3EOePHlSJIZlLKOjo0VSS3XzZw5Z62pNjcljNYwY+tFP9URjfWFdPDs7K65XC18sRqFJ5rlOw8gZZ9x71D1dPYXN+nyiSbzxNtB1oOXi9bdGo+HngMiz+/v7hbcjc7S/v+/3aUJf9fY067ue63eaoNSsNyfQNpa83t/fr5zX9P5ut+vzy7jgx7t37/p6iefGgYGBIpwZGq+urhZhljzj8PDQ1wnrUi39gPv0zEUbenaN9FbvL/6G/wm3nJyc9LMxvIMnzg8//OAyhbGrJyo8E8+iY2NjLj+ZU927NFE8/TPr8Ww8u6gXKHtPTHOwsbFh7777boVuIyMjRViVhlBFD1vof3p66vRj/fM5ODjoz4wetqwRs76s1NBl9SBVWmvYNTJQz2exzDp8vLGxUZxrobV6ddLP6elpf2YM1f3Pf/7j6yzuIe1229cc/dMQlGfRY3NzswgVpb9aQCJGFLTb7SLCQT3loF/cl9bX1z0lgIZumvUKNkQP4nq9XkkErm1ubW35M2NUg1l/7mJY19HRka8leI++LCws+NplDqH50dGR7+e0Rd/VuzUm4e12u752kFd6JmVfuSgEHDnAb1999VVRAp3+amJk9bCnD9FrlPWiya6jB6YWB3rrrbfMrL8Prq+vu6cObepYeB50wdu30+kUnj4aMkpbMYUKYzHre0YDTWLPdawDs74cRn7s7u4WyaPVGxSei+9xtVrNE4kzD8iUq1evOk15N4J3RkdHK95y2ubQ0JDzMetMz5jRg10L7uAhxHfw+s2bN4tiLBchPX4SiUQikUgkEolEIpFIJC4pBmKOnUQikUgkEolEIpFIJBKJxOVAevwkEolEIpFIJBKJRCKRSFxSpOInkUgkEolEIpFIJBKJROKSIhU/iUQikUgkEolEIpFIJBKXFKn4SSQSiUQikUgkEolEIpG4pEjFTyKRSCQSiUQikUgkEonEJUUqfhKJRCKRSCQSiUQikUgkLilS8ZNIJBKJRCKRSCQSiUQicUmRip9EIpFIJBKJRCKRSCQSiUuKVPwkEolEIpFIJBKJRCKRSFxSpOInkUgkEolEIpFIJBKJROKSIhU/iUQikUgkEolEIpFIJBKXFKn4SSQSiUQikUgkEolEIpG4pEjFTyKRSCQSiUQikUgkEonEJUUqfhKJRCKRSCQSiUQikUgkLilS8ZNIJBKJRCKRSCQSiUQicUmRip9EIpFIJBKJRCKRSCQSiUuKVPwkEolEIpFIJBKJRCKRSFxSpOInkUgkEolEIpFIJBKJROKSIhU/iUQikUgkEolEIpFIJBKXFKn4SSQSiUQikUgkEolEIpG4pEjFTyKRSCQSiUQikUgkEonEJUUqfhKJRCKRSCQSiUQikUgkLilS8ZNIJBKJRCKRSCQSiUQicUnx/wAUoDP0uzndkgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from LDA import LDA\n",
    "from show_face import show_face\n",
    "from knn import knn\n",
    "\n",
    "# Your code here\n",
    "# begin answer\n",
    "Eigenval, Eigenvec = LDA(fea_Train, gnd_Train)\n",
    "show_face(Eigenvec.T)\n",
    "# end answer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reduced dimensionality 8: test error = 0.26\n",
      "reduced dimensionality 16: test error = 0.2\n",
      "reduced dimensionality 32: test error = 0.13\n",
      "reduced dimensionality 64: test error = 0.09\n",
      "reduced dimensionality 128: test error = 0.06\n"
     ]
    }
   ],
   "source": [
    "for dim in dimension:\n",
    "    dim_eigenface = Eigenvec[:,:dim]\n",
    "    train_data = np.matmul(fea_Train, dim_eigenface)\n",
    "    test_data = np.matmul(fea_Test, dim_eigenface)\n",
    "    label = knn(test_data, train_data, gnd_Train, 1)\n",
    "    test_error = np.sum(label != gnd_Test) / gnd_Test.shape[0]\n",
    "    print('reduced dimensionality {}: test error = {}'.format(dim, test_error));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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